{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UserWarning: Ray execution environment not yet initialized. Initializing...\n",
      "To remove this warning, run the following python code before doing dataframe operations:\n",
      "\n",
      "    import ray\n",
      "    ray.init()\n",
      "\n",
      "2023-11-21 22:24:55,367\tINFO worker.py:1673 -- Started a local Ray instance.\n",
      "UserWarning: `read_*` implementation has mismatches with pandas:\n",
      "Data types of partitions are different! Please refer to the troubleshooting section of the Modin documentation to fix this issue.\n",
      "FutureWarning: pandas.value_counts is deprecated and will be removed in a future version. Use pd.Series(obj).value_counts() instead.\n",
      "UserWarning: `df.groupby(categorical_by, sort=False)` implementation has mismatches with pandas:\n",
      "the groupby keys will be sorted anyway, although the 'sort=False' was passed. See the following issue for more details: https://github.com/modin-project/modin/issues/3571.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Class\n",
      "0    284315\n",
      "1       492\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 特征数量分析\n",
    "\n",
    "import modin.pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "count_classes = pd.value_counts(data[\"Class\"], sort=True)\n",
    "print(count_classes)\n",
    "count_classes.plot(kind=\"bar\")\n",
    "plt.title(\"Fraud class histogram\")\n",
    "plt.xlabel(\"Class\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MeTNAcXXw4EEZhqHAwMDb3jcuLs765xo1aujVV1/VwoULrcErJSVFQ4cOtR77j/OxUlJS1KVLF9WvX1+SVLNmzRueJzU1VZLk7e1t0+7t7W3ddjfwVSMAALArwzAKve+iRYsUGhoqHx8flS5dWnFxcUpJSbFuj42NVb9+/RQeHq63335bhw4dsm575ZVXNH78eIWGhmrUqFHatWvXHX2Ou4HgBQAA7CogIEAWi0X79u27rf2SkpLUo0cPdezYUStXrlRycrLefPNNZWVlWfuMHj1ae/bsUWRkpNauXas6deroyy+/lCT169dPhw8fVs+ePbV79241adJE7733Xr7n8vHxkSSlpaXZtKelpVm33Q0ELwAAYFfly5dXRESEZs6cqczMzDzbz549m+9+GzdulJ+fn9588001adJEAQEBOnbsWJ5+tWrV0uDBg7VmzRo9+eSTmjt3rnVb9erVNWDAAC1btkxDhgzRRx99lO+5/P395ePjo8TERGtbRkaGNm/erBYtWtzmJy44ghcAALC7mTNnKicnR82aNdPSpUt14MAB7d27VzNmzLhhsAkICFBKSooWLlyoQ4cOacaMGdarWZJ06dIlDRw4UOvWrdOxY8f0ww8/aOvWrapdu7YkadCgQfr222915MgR7dixQ99//711259ZLBYNGjRI48eP14oVK7R792716tVLVapUUVRUlN3H4zom1wMAALurWbOmduzYobfeektDhgzRyZMnValSJQUHB+uDDz7Id59OnTpp8ODBGjhwoK5cuaLIyEiNGDFCo///XS9OTk46c+aMevXqpbS0NFWsWFFPPvmkxowZI0nKyclRdHS0/vvf/8rT01MdOnTQu+++e8MaX3vtNWVmZur555/X2bNnFRYWptWrV8vNzc3u43GdxbiTGXCwu4yMDHl5eencuXPy9PR0dDlAscRdjbhXXL58WUeOHJG/v/9dDQMomJv9fRT09zdfNQIAAJiE4AUAAGASghcAAIBJCF4AAAAmIXgBAACYhOUkAOA2cEckgDvBFS8AAACTELwAAABMQvACAAAwCcELAAA4jMVi0fLlyx1dhmmYXA8AwL3IzLs5Cnmu1NRUvfXWW/r66691/PhxVa5cWUFBQRo0aJDatWtn3xoLYdmyZYqPj9f27duVnp6u5ORkBQUF3dVzcsULAADY3dGjRxUcHKy1a9dq8uTJ2r17t1avXq22bdsqOjra0eVJkjIzMxUWFqa///3vpp2T4AUAAOzupZdeksVi0ZYtW9SlSxfVqlVLdevWVWxsrDZt2nTD/V5//XXVqlVL7u7uqlmzpkaMGKHs7Gzr9h9//FFt27ZVmTJl5OnpqeDgYG3btk2SdOzYMT3xxBMqV66cPDw8VLduXa1ateqG5+rZs6dGjhyp8PBw+33wW+CrRgAAYFfp6elavXq13nrrLXl4eOTZXrZs2RvuW6ZMGc2bN09VqlTR7t271b9/f5UpU0avvfaaJKlHjx5q1KiRPvjgAzk5OWnnzp1ydnaWJEVHRysrK0sbNmyQh4eHfv75Z5UuXfqufMbCIngBAAC7OnjwoAzDUGBg4G3vGxcXZ/1zjRo19Oqrr2rhwoXW4JWSkqKhQ4dajx0QEGDtn5KSoi5duqh+/fqSpJo1a97Jx7gr+KoRAADYlWEYhd530aJFCg0NlY+Pj0qXLq24uDilpKRYt8fGxqpfv34KDw/X22+/rUOHDlm3vfLKKxo/frxCQ0M1atQo7dq1644+x91A8AIAAHYVEBAgi8Wiffv23dZ+SUlJ6tGjhzp27KiVK1cqOTlZb775prKysqx9Ro8erT179igyMlJr165VnTp19OWXX0qS+vXrp8OHD6tnz57avXu3mjRpovfee8+un+1OEbwAAIBdlS9fXhEREZo5c6YyMzPzbD979my++23cuFF+fn5688031aRJEwUEBOjYsWN5+tWqVUuDBw/WmjVr9OSTT2ru3LnWbdWrV9eAAQO0bNkyDRkyRB999JHdPpc9ELwAAIDdzZw5Uzk5OWrWrJmWLl2qAwcOaO/evZoxY4ZatGiR7z4BAQFKSUnRwoULdejQIc2YMcN6NUuSLl26pIEDB2rdunU6duyYfvjhB23dulW1a9eWJA0aNEjffvutjhw5oh07duj777+3bstPenq6du7cqZ9//lmStH//fu3cuVOpqal2HAlbBC8AAGB3NWvW1I4dO9S2bVsNGTJE9erV06OPPqrExER98MEH+e7TqVMnDR48WAMHDlRQUJA2btyoESNGWLc7OTnpzJkz6tWrl2rVqqWnn35ajz32mMaMGSNJysnJUXR0tGrXrq0OHTqoVq1a+sc//nHDGlesWKFGjRopMjJSktStWzc1atRI8fHxdhwJWxbjTmbAwe4yMjLk5eWlc+fOydPT09HlAMXSzRbhvtUC3XeyL3C7Ll++rCNHjsjf319ubm6OLue+d7O/j4L+/uaKFwAAgEkIXgAAACYheAEAAJiE4AUAAGASghcAAEUc98EVDfb4e3B48Jo5c6Zq1KghNzc3hYSEaMuWLTftv3jxYgUGBsrNzU3169fP89TxZcuWqX379qpQoYIsFot27txps/3o0aOyWCz5vhYvXmzTd968eWrQoIHc3NxUuXJlRUdH2xynVatW8vDwUKtWrXT06FGbfR9//HEtXbr09gcEAID/7/rDny9evOjgSiD97+/h+t9LYTj0IdmLFi1SbGys4uPjFRISomnTpikiIkL79+9X5cqV8/TfuHGjunfvrokTJ+rxxx/XggULFBUVpR07dqhevXqSpMzMTIWFhenpp59W//798xyjevXqOnnypE3brFmzNHnyZD322GPWtqlTp2rKlCmaPHmyQkJClJmZaROuhgwZoqpVq2r27NmKi4vTq6++qiVLllg/V4kSJdSlSxd7DBMA4D7l5OSksmXL6tSpU5Ikd3d3WSwWB1d1/zEMQxcvXtSpU6dUtmxZOTk5FfpYDl3HKyQkRE2bNtX7778vScrNzVX16tX18ssva9iwYXn6d+3aVZmZmVq5cqW1rXnz5goKCsqz2NnRo0fl7++v5ORkBQUF3bSORo0aqXHjxpo9e7Yk6ffff1fVqlX1r3/9S+3atct3nzp16mjq1Knq0KGDvvnmG7366qvas2ePzp49q6ZNm2rt2rWqXr367QyHJNbxAszAOl64lxiGodTU1Bs+ZgfmKVu2rHx8fPINvwX9/e2wK15ZWVnavn27hg8fbm0rUaKEwsPDlZSUlO8+SUlJio2NtWmLiIjQ8uXLC13H9u3btXPnTs2cOdPalpCQoNzcXB0/fly1a9fW+fPn1bJlS02ZMsUapho2bKjvvvtO7du315o1a9SgQQNJ0tChQxUdHV3g0HXlyhVduXLF+j4jI6PQnwUAUPxYLBb5+vqqcuXKys7OdnQ59y1nZ+c7utJ1ncOC1+nTp5WTkyNvb2+bdm9v7xs+zTw1NTXf/nfyTKXZs2erdu3aatmypbXt8OHDys3N1YQJEzR9+nR5eXkpLi5Ojz76qHbt2iUXFxe98847euGFF1SjRg01aNBAH374oTZs2KCdO3fq73//u55++mlt27ZN7du314wZM+Ti4pLv+SdOnGh91AEAADfi5ORkl1/8cCyHT653pEuXLmnBggXq27evTXtubq6ys7M1Y8YMRUREqHnz5vr888914MABff/995KkqlWrauXKlUpJSdHKlStVsWJFvfTSS4qPj9f48eNVpkwZ7d+/XwcOHNCHH354wxqGDx+uc+fOWV+//vrrXf3MAADAcRwWvCpWrCgnJyelpaXZtKelpcnHxyfffXx8fG6r/60sWbJEFy9eVK9evWzafX19JV2bx3VdpUqVVLFiRaWkpOR7rAkTJqh9+/YKDg7WunXr1KVLFzk7O+vJJ5/UunXrbliDq6urPD09bV4AAKB4cljwcnFxUXBwsBITE61tubm5SkxMVIsWLfLdp0WLFjb9pWvzsW7U/1Zmz56tTp06qVKlSjbtoaGhkqT9+/db29LT03X69Gn5+fnlOc7evXu1YMECjRs3TtK1p6Nf/x4+OztbOTk5haoPAAAULw5dTiI2Nla9e/dWkyZN1KxZM02bNk2ZmZnq06ePJKlXr16qWrWqJk6cKEmKiYlR69atNWXKFEVGRmrhwoXatm2bZs2aZT1menq6UlJSdOLECUn/C08+Pj42V8YOHjyoDRs25FkHTJJq1aqlzp07KyYmRrNmzZKnp6eGDx+uwMBAtW3b1qavYRh6/vnn9e6778rDw0PSteD20UcfqVatWpo/f766d+9ux1EDAAD3KofO8erataveeecdjRw5UkFBQdq5c6dWr15tnUCfkpJis+ZWy5YttWDBAs2aNUsNGzbUkiVLtHz5cusaXpK0YsUKNWrUSJGRkZKkbt26qVGjRnmWm5gzZ46qVaum9u3b51vb/PnzFRISosjISLVu3VrOzs5avXp1nkXTZs2aJW9vbz3++OPWttGjR+vy5csKCQnRQw89ZLPwKgAAuH85dB0v5MU6XsDdxzpeAOytyK/jBQBFEeEJwN10Xy8nAQAAYCaCFwAAgEkIXgAAACYheAEAAJiE4AUAAGASghcAAIBJCF4AAAAmIXgBAACYhOAFAABgEoIXAACASQheAAAAJiF4AQAAmITgBQAAYBKCFwAAgEkIXgAAACYheAEAAJiE4AUAAGASghcAAIBJSjq6AAAoLkaPvrPtAIo/rngBAACYhOAFAABgEoIXAACASQheAAAAJiF4AQAAmIS7GgHAJDe7q5E7HoH7A1e8AAAATELwAgAAMAnBCwAAwCQELwAAAJMQvAAAAExC8AIAADAJwQsAAMAkBC8AAACTELwAAABMQvACAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMAnBCwAAwCQELwAAAJMQvAAAAExC8AIAADAJwQsAAMAkBC8AAACTELwAAABMQvACAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMEmRCF4zZ85UjRo15ObmppCQEG3ZsuWm/RcvXqzAwEC5ubmpfv36WrVqlc32ZcuWqX379qpQoYIsFot27tx5w2MZhqHHHntMFotFy5cvt9mWkpKiyMhIubu7q3Llyho6dKiuXr1q3Z6cnKxGjRqpdOnSeuKJJ5Senm7ddvXqVQUHB9/yswAAgPuHw4PXokWLFBsbq1GjRmnHjh1q2LChIiIidOrUqXz7b9y4Ud27d1ffvn2VnJysqKgoRUVF6aeffrL2yczMVFhYmP7+97/f8vzTpk2TxWLJ056Tk6PIyEhlZWVp48aN+uSTTzRv3jyNHDnS2qdfv3565JFHtGPHDp07d04TJkywbpsyZYpCQ0PVrFmz2xkOAABQjFkMwzAcWUBISIiaNm2q999/X5KUm5ur6tWr6+WXX9awYcPy9O/atasyMzO1cuVKa1vz5s0VFBSk+Ph4m75Hjx6Vv7+/kpOTFRQUlOdYO3fu1OOPP65t27bJ19dXX375paKioiRJ33zzjR5//HGdOHFC3t7ekqT4+Hi9/vrr+u233+Ti4iJ3d3ft2LFDgYGB+uCDD7Ry5Up9/fXXOnz4sDp06KDt27erTJkytzUeGRkZ8vLy0rlz5+Tp6Xlb+wIomNGjHV1BXkWxJgAFV9Df3w694pWVlaXt27crPDzc2laiRAmFh4crKSkp332SkpJs+ktSRETEDfvfyMWLF/XMM89o5syZ8vHxyfc89evXt4au6+fJyMjQnj17JEkNGzZUQkKCrl69qsTERDVo0ECSNGDAAE2aNKlAoevKlSvKyMiweQEAgOLJocHr9OnTysnJsQk3kuTt7a3U1NR890lNTb2t/jcyePBgtWzZUp07d76t81zfJkkff/yxlixZogcffFAuLi4aPny4Pv30U7m7u6tp06aKiIjQQw89pLi4uBvWMXHiRHl5eVlf1atXv63PAQAA7h0lHV2AI6xYsUJr165VcnLyHR2nbt26Wr9+vfX9mTNnNGrUKG3YsEEvv/yyWrZsqWXLlqlp06YKCQnRE088kecYw4cPV2xsrPV9RkYG4QsAgGLKoVe8KlasKCcnJ6Wlpdm0p6Wl5fv1nyT5+PjcVv/8rF27VocOHVLZsmVVsmRJlSx5LX926dJFbdq0uel5rm/LT2xsrAYNGqRq1app3bp1euqpp+Th4aHIyEitW7cu331cXV3l6elp8wIAAMWTQ4OXi4uLgoODlZiYaG3Lzc1VYmKiWrRoke8+LVq0sOkvSQkJCTfsn59hw4Zp165d2rlzp/UlSe+++67mzp1rPc/u3btt7q5MSEiQp6en6tSpk+eYiYmJ2rt3rwYOHCjp2l2R2dnZkqTs7Gzl5OQUuD4AAFA8OfyrxtjYWPXu3VtNmjRRs2bNNG3aNGVmZqpPnz6SpF69eqlq1aqaOHGiJCkmJkatW7fWlClTFBkZqYULF2rbtm2aNWuW9Zjp6elKSUnRiRMnJEn79++XdO1K1R9ff/bAAw/I399fktS+fXvVqVNHPXv21KRJk5Samqq4uDhFR0fL1dXVZr/Lly9r4MCB+vzzz1WixLUsGxoaqpkzZyo6OlpLly7V1KlT7TxyAADgXuPwdby6du2qd955RyNHjlRQUJB27typ1atXWyeyp6Sk6OTJk9b+LVu21IIFCzRr1iw1bNhQS5Ys0fLly1WvXj1rnxUrVqhRo0aKjIyUJHXr1k2NGjXKs9zEzTg5OWnlypVycnJSixYt9Oyzz6pXr14aO3Zsnr5jxoxRZGSkzZIVM2bM0M6dO9WqVSs98cQT6tKly+0ODQAAKGYcvo4XbLGOF3D3FcU1s4piTQAK7p5YxwsAAOB+QvACAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMAnBCwAAwCQELwAAAJMQvAAAAExC8AIAADAJwQsAAMAkBC8AAACTELwAAABMQvACAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMElJRxcAAPY2erSjKwCA/HHFCwAAwCQELwAAAJMQvAAAAExC8AIAADAJwQsAAMAkhQ5eZ8+e1ccff6zhw4crPT1dkrRjxw4dP37cbsUBAAAUJ4VaTmLXrl0KDw+Xl5eXjh49qv79+6t8+fJatmyZUlJSNH/+fHvXCQB53WDdiDbr/vfndW3y7wMAjlCoK16xsbF67rnndODAAbm5uVnbO3bsqA0bNtitOAAAgOKkUMFr69ateuGFF/K0V61aVampqXdcFAAAQHFUqODl6uqqjIyMPO2//PKLKlWqdMdFAQAAFEeFCl6dOnXS2LFjlZ2dLUmyWCxKSUnR66+/ri5duti1QAAAgOKiUMFrypQpunDhgipXrqxLly6pdevWeuihh1SmTBm99dZb9q4RAACgWCjUXY1eXl5KSEjQf/7zH+3atUsXLlxQ48aNFR4ebu/6AAAAio1CBa/rwsLCFBYWZq9aAAAAirVCBa8ZM2bk226xWOTm5qaHHnpIrVq1kpOT0x0VBwAAUJwUKni9++67+u2333Tx4kWVK1dOkvT777/L3d1dpUuX1qlTp1SzZk19//33ql69ul0LBgAAuFcVanL9hAkT1LRpUx04cEBnzpzRmTNn9MsvvygkJETTp09XSkqKfHx8NHjwYHvXCwAAcM8q1BWvuLg4LV26VA8++KC17aGHHtI777yjLl266PDhw5o0aRJLSwAAAPxBoYLXyZMndfXq1TztV69eta5cX6VKFZ0/f/7OqgNw/7rBcxgB4F5WqK8a27ZtqxdeeEHJycnWtuTkZL344ot65JFHJEm7d++Wv7+/faoEAAAoBgoVvGbPnq3y5csrODhYrq6ucnV1VZMmTVS+fHnNnj1bklS6dGlNmTLFrsUCAADcywr1VaOPj48SEhK0b98+/fLLL5Kkhx9+WA8//LC1T9u2be1TIQAAQDFxRwuoBgYGKjAw0F61AAAAFGuFDl7//e9/tWLFCqWkpCgrK8tm29SpU++4MAAAgOKmUMErMTFRnTp1Us2aNbVv3z7Vq1dPR48elWEYaty4sb1rBAAAKBYKFbyGDx+uV199VWPGjFGZMmW0dOlSVa5cWT169FCHDh3sXSMA5LFunaMrAIDbV6i7Gvfu3atevXpJkkqWLKlLly6pdOnSGjt2rP7+97/btUAAAIDiolDBy8PDwzqvy9fXV4cOHbJuO336tH0qAwAAKGYK9VVj8+bN9Z///Ee1a9dWx44dNWTIEO3evVvLli1T8+bN7V0jAABAsVCo4DV16lRduHBBkjRmzBhduHBBixYtUkBAAHc0AgAA3EChglfNmjWtf/bw8FB8fLzdCgIAACiuCh28tm7dqgoVKti0nz17Vo0bN9bhw4ftUhyAIoYHV99Um3Wjb9lnXZtb9wFQfBVqcv3Ro0eVk5OTp/3KlSs6fvz4HRcFAABQHN1W8FqxYoVWrFghSfr222+t71esWKEvv/xS48aNU40aNW67iJkzZ6pGjRpyc3NTSEiItmzZctP+ixcvVmBgoNzc3FS/fn2tWrXKZvuyZcvUvn17VahQQRaLRTt37sxzjMuXLys6OloVKlRQ6dKl1aVLF6Wlpdn0sVgseV4LFy60bk9OTlajRo1UunRpPfHEE0pPT7duu3r1qoKDg2/5WQAAwP3jtoJXVFSUoqKiZLFY1Lt3b+v7qKgodevWTQkJCZoyZcptFbBo0SLFxsZq1KhR2rFjhxo2bKiIiAidOnUq3/4bN25U9+7d1bdvXyUnJ1vP/9NPP1n7ZGZmKiws7KZrig0ePFj/+te/tHjxYq1fv14nTpzQk08+maff3LlzdfLkSesrKirKuq1fv3565JFHtGPHDp07d04TJkywbpsyZYpCQ0PVrFmz2xoPAABQfN3WHK/c3FxJkr+/v7Zu3aqKFSvecQFTp05V//791adPH0lSfHy8vv76a82ZM0fDhg3L03/69Onq0KGDhg4dKkkaN26cEhIS9P7771sn+ffs2VPSta9E83Pu3DnNnj1bCxYs0COPPCLpWsCqXbu2Nm3aZLMkRtmyZeXj45Pvcfbu3avPPvtMtWrVUvfu3bVy5UpJ0uHDhzV79mxt3769ECMCAACKq0LN8Tpy5IhdQldWVpa2b9+u8PDw/xVUooTCw8OVlJSU7z5JSUk2/SUpIiLihv3zs337dmVnZ9scJzAwUA888ECe40RHR6tixYpq1qyZ5syZI8MwrNsaNmyohIQEXb16VYmJiWrQoIEkacCAAZo0aZLKlClzy1quXLmijIwMmxcAACieCnVXo3TtQdmJiYk6deqU9UrYdXPmzCnQMU6fPq2cnBx5e3vbtHt7e2vfvn357pOamppv/9TU1ALXnpqaKhcXF5UtW/amxxk7dqweeeQRubu7a82aNXrppZd04cIFvfLKK5Kkjz/+WC+99JLeeecdhYaGavjw4fr000/l7u6upk2bKiIiQocOHVK3bt00fvz4fGuZOHGixowZU+DaAdgfdyMCMEuhgteYMWM0duxYNWnSRL6+vrJYLPauq0gYMWKE9c+NGjVSZmamJk+ebA1edevW1fr16619zpw5o1GjRmnDhg16+eWX1bJlSy1btkxNmzZVSEiInnjiiTznGD58uGJjY63vMzIyVL169bv4qQAAgKMUKnjFx8dr3rx51rlUhVWxYkU5OTnluZswLS3thvOqfHx8bqv/jY6RlZWls2fP2lz1utVxQkJCNG7cOF25ckWurq55tsfGxmrQoEGqVq2a1q1bp/Hjx8vDw0ORkZFat25dvsHL1dU132MBAIDip1BzvLKystSyZcs7PrmLi4uCg4OVmJhobcvNzVViYqJatGiR7z4tWrSw6S9JCQkJN+yfn+DgYDk7O9scZ//+/UpJSbnpcXbu3Kly5crlG5QSExO1d+9eDRw4UJKUk5Oj7OxsSVJ2dna+654BAID7S6GuePXr108LFiyw+SqusGJjY9W7d281adJEzZo107Rp05SZmWm9y7FXr16qWrWqJk6cKEmKiYlR69atNWXKFEVGRmrhwoXatm2bZs2aZT1menq6UlJSdOLECUnXQpV07UqXj4+PvLy81LdvX8XGxqp8+fLy9PTUyy+/rBYtWljvaPzXv/6ltLQ0NW/eXG5ubkpISNCECRP06quv5vkMly9f1sCBA/X555+rRIlrWTY0NFQzZ85UdHS0li5dyjMsAQBA4YLX5cuXNWvWLH333Xdq0KCBnJ2dbbbfTsjo2rWrfvvtN40cOVKpqakKCgrS6tWrrRPoU1JSrGFGklq2bKkFCxYoLi5Ob7zxhgICArR8+XLVq1fP2mfFihXW4CZJ3bp1kySNGjVKo///I0/effddlShRQl26dNGVK1cUERGhf/zjH9Z9nJ2dNXPmTA0ePFiGYeihhx6yLn3xZ2PGjFFkZKSCgoKsbTNmzNAzzzyjVq1aqUePHurSpUuBxwQAABRPFuOP6yMUUNu2bW98QItFa9euvaOi7mcZGRny8vLSuXPn5Onp6ehyAFtF6FmN69YVsF8B7ka0112Nd3KcIjS0AAqhoL+/C3XF6/vvvy90YQAAAPerQk2uv+7gwYP69ttvdenSJUlSIS6eAQAA3DcKFbzOnDmjdu3aqVatWurYsaNOnjwpSerbt6+GDBli1wIBAACKi0IFr8GDB8vZ2VkpKSlyd3e3tnft2lWrV6+2W3EAAADFSaHmeK1Zs0bffvutqlWrZtMeEBCgY8eO2aUwAACA4qZQV7wyMzNtrnRdl56ezirsAAAAN1CoK15/+ctfNH/+fI0bN07StSUkcnNzNWnSpJsuNQEAZivIEg8AYJZCBa9JkyapXbt22rZtm7KysvTaa69pz549Sk9P1w8//GDvGgEAAIqFQn3VWK9ePf3yyy8KCwtT586dlZmZqSeffFLJycl68MEH7V0jAABAsVCoK16S5OXlpTfffNOetQAAABRrhbriNXfuXC1evDhP++LFi/XJJ5/ccVEAAADFUaGC18SJE1WxYsU87ZUrV9aECRPuuCgAAIDiqFDBKyUlRf7+/nna/fz8lJKScsdFAQAAFEeFCl6VK1fWrl278rT/+OOPqlChwh0XBQAAUBwVKnh1795dr7zyir7//nvl5OQoJydHa9euVUxMjLp162bvGgEAAIqFQt3VOG7cOB09elTt2rVTyZLXDpGbm6tevXoxxwsAAOAGbjt4GYah1NRUzZs3T+PHj9fOnTtVqlQp1a9fX35+fnejRgAAgGKhUMHroYce0p49exQQEKCAgIC7URcAAECxc9tzvEqUKKGAgACdOXPmbtQDAABQbBVqcv3bb7+toUOH6qeffrJ3PQAAAMVWoSbX9+rVSxcvXlTDhg3l4uKiUqVK2WxPT0+3S3EAAADFSaGC17Rp0+xcBgAAQPFXqODVu3dve9cBAABQ7BVqjpckHTp0SHFxcerevbtOnTolSfrmm2+0Z88euxUHAABQnBQqeK1fv17169fX5s2btWzZMl24cEHStUcGjRo1yq4FAgAAFBeFCl7Dhg3T+PHjlZCQIBcXF2v7I488ok2bNtmtOAAAgOKkUMFr9+7d+r//+7887ZUrV9bp06fvuCgAAIDiqFDBq2zZsjp58mSe9uTkZFWtWvWOiwIAACiOChW8unXrptdff12pqamyWCzKzc3VDz/8oFdffVW9evWyd40AAADFQqGC14QJE1S7dm098MADunDhgurUqaNWrVqpZcuWiouLs3eNAAAAxcJtreOVm5uryZMna8WKFcrKylLPnj3VpUsXXbhwQY0aNeKB2QAAADdxW8Hrrbfe0ujRoxUeHq5SpUppwYIFMgxDc+bMuVv1AbiV0aPt0wc31Wbd6Lt6/Fv9FfFXCBQPt/VV4/z58/WPf/xD3377rZYvX65//etf+uyzz5Sbm3u36gMAACg2bit4paSkqGPHjtb34eHhslgsOnHihN0LAwAAKG5uK3hdvXpVbm5uNm3Ozs7Kzs62a1EAAADF0W3N8TIMQ88995xcXV2tbZcvX9aAAQPk4eFhbVu2bJn9KgQAACgmbit49e7dO0/bs88+a7diAAAAirPbCl5z5869W3UAcDRumyvSuOsRKB4KtYAqAAAAbh/BCwAAwCQELwAAAJMQvAAAAExC8AIAADAJwQsAAMAkBC8AAACTELwAAABMQvACAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMAnBCwAAwCRFInjNnDlTNWrUkJubm0JCQrRly5ab9l+8eLECAwPl5uam+vXra9WqVTbbDcPQyJEj5evrq1KlSik8PFwHDhywbl+3bp0sFku+r61bt1r77dq1S3/5y1/k5uam6tWra9KkSTbnSUhIUK1ateTp6amePXsqKyvLuu3cuXOqVauWjh07didDAwAAihGHB69FixYpNjZWo0aN0o4dO9SwYUNFRETo1KlT+fbfuHGjunfvrr59+yo5OVlRUVGKiorSTz/9ZO0zadIkzZgxQ/Hx8dq8ebM8PDwUERGhy5cvS5JatmypkydP2rz69esnf39/NWnSRJKUkZGh9u3by8/PT9u3b9fkyZM1evRozZo1S5KUm5urZ555RgMGDFBSUpK2bdtm3SZJw4YN04ABA+Tn53e3hg4AANxjHB68pk6dqv79+6tPnz6qU6eO4uPj5e7urjlz5uTbf/r06erQoYOGDh2q2rVra9y4cWrcuLHef/99Sdeudk2bNk1xcXHq3LmzGjRooPnz5+vEiRNavny5JMnFxUU+Pj7WV4UKFfTVV1+pT58+slgskqTPPvtMWVlZmjNnjurWratu3brplVde0dSpUyVJp0+f1unTp/XSSy+pbt266tSpk/bu3SvpWjjcunWrYmJi7vLoAQCAe4lDg1dWVpa2b9+u8PBwa1uJEiUUHh6upKSkfPdJSkqy6S9JERER1v5HjhxRamqqTR8vLy+FhITc8JgrVqzQmTNn1KdPH5vztGrVSi4uLjbn2b9/v37//XdVqlRJvr6+WrNmjS5evKh///vfatCggbKzs/Xiiy/qww8/lJOT0y3H4MqVK8rIyLB5AQCA4qmkI09++vRp5eTkyNvb26bd29tb+/bty3ef1NTUfPunpqZat19vu1GfP5s9e7YiIiJUrVo1m/P4+/vnOcb1beXKldMXX3yhwYMHKyYmRh07dtTf/vY3vf3222rbtq3c3NwUGhqq06dP6+WXX9bAgQPzPffEiRM1ZsyYfLcBdjN6tKMrAADIwcGrKPjvf/+rb7/9Vl988cVt7xsWFmYzGf+XX37R/PnzlZycrFatWikmJkaPPfaY6tWrp1atWqlBgwZ5jjF8+HDFxsZa32dkZKh69eqF+zAAAKBIc+hXjRUrVpSTk5PS0tJs2tPS0uTj45PvPj4+Pjftf/2/BT3m3LlzVaFCBXXq1KlA5/njOf7shRde0JQpU5Sbm6vk5GQ99dRTqly5slq3bq3169fnu4+rq6s8PT1tXgAAoHhyaPBycXFRcHCwEhMTrW25ublKTExUixYt8t2nRYsWNv2la8s6XO/v7+8vHx8fmz4ZGRnavHlznmMahqG5c+eqV69ecnZ2znOeDRs2KDs72+Y8Dz/8sMqVK5enrtmzZ6t8+fLq1KmTcnJyJMm6b3Z2trUNAADcvxx+V2NsbKw++ugjffLJJ9q7d69efPFFZWZmWie69+rVS8OHD7f2j4mJ0erVqzVlyhTt27dPo0eP1rZt26xzqCwWiwYNGqTx48drxYoV2r17t3r16qUqVaooKirK5txr167VkSNH1K9fvzx1PfPMM3JxcVHfvn21Z88eLVq0SNOnT7f5WvC6U6dOafz48XrvvfckSeXKlVPt2rU1bdo0JSUlKTExUaGhofYaMgAAcI9y+Byvrl276rffftPIkSOVmpqqoKAgrV692jqRPSUlRSVK/C8ftmzZUgsWLFBcXJzeeOMNBQQEaPny5apXr561z2uvvabMzEw9//zzOnv2rMLCwrR69Wq5ubnZnHv27Nlq2bKlAgMD89Tl5eWlNWvWKDo6WsHBwapYsaJGjhyp559/Pk/fmJgYDRkyRFWqVLG2zZs3T71799aMGTM0dOhQNW3a9I7HCgAA3NsshmEYji4C/5ORkSEvLy+dO3eO+V4omPv0jsV16xxdQeGsazP6rhz3Pv1nABQZBf397fCvGgEAAO4XBC8AAACTELwAAABMQvACAAAwCcELAADAJAQvAAAAkzh8HS8AyM+9ulwEANwMV7wAAABMQvACAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMAnBCwAAwCQELwAAAJMQvAAAAExC8AIAADAJwQsAAMAkPKsRAEzUZt3oW/ZZ1+bWfQDcm7jiBQAAYBKCFwAAgEkIXgAAACYheAEAAJiE4AUAAGAS7moEgGJg9OjCbQNgLq54AQAAmITgBQAAYBKCFwAAgEkIXgAAACYheAEAAJiE4AUAAGASghcAAIBJCF4AAAAmIXgBAACYhOAFAABgEoIXAACASQheAAAAJuEh2YCj8ORiALjvcMULAADAJAQvAAAAkxC8AAAATELwAgAAMAnBCwAAwCTc1Yj7Q0HuIOQuQ9xD2qwbfcs+69rcug8Ac3HFCwAAwCQELwAAAJMQvAAAAExC8AIAADAJwQsAAMAkBC8AAACTsJwEABRzt1op5U5WUrnZvqzQAuTFFS8AAACTFIngNXPmTNWoUUNubm4KCQnRli1bbtp/8eLFCgwMlJubm+rXr69Vq1bZbDcMQyNHjpSvr69KlSql8PBwHThwwKZPp06d9MADD8jNzU2+vr7q2bOnTpw4Yd1+9OhRWSyWPK9NmzZZ+yQkJKhWrVry9PRUz549lZWVZd127tw51apVS8eOHbuToQEAAMWIw4PXokWLFBsbq1GjRmnHjh1q2LChIiIidOrUqXz7b9y4Ud27d1ffvn2VnJysqKgoRUVF6aeffrL2mTRpkmbMmKH4+Hht3rxZHh4eioiI0OXLl6192rZtqy+++EL79+/X0qVLdejQIf31r3/Nc77vvvtOJ0+etL6Cg4MlSbm5uXrmmWc0YMAAJSUladu2bZo1a5Z1v2HDhmnAgAHy8/Oz11ABAIB7nMOD19SpU9W/f3/16dNHderUUXx8vNzd3TVnzpx8+0+fPl0dOnTQ0KFDVbt2bY0bN06NGzfW+++/L+na1a5p06YpLi5OnTt3VoMGDTR//nydOHFCy5cvtx5n8ODBat68ufz8/NSyZUsNGzZMmzZtUnZ2ts35KlSoIB8fH+vL2dlZknT69GmdPn1aL730kurWratOnTpp7969kq6Fw61btyomJuYujBgAALhXOTR4ZWVlafv27QoPD7e2lShRQuHh4UpKSsp3n6SkJJv+khQREWHtf+TIEaWmptr08fLyUkhIyA2PmZ6ers8++0wtW7a0BqvrOnXqpMqVKyssLEwrVqywtleqVEm+vr5as2aNLl68qH//+99q0KCBsrOz9eKLL+rDDz+Uk5PTLcfgypUrysjIsHkBAIDiyaF3NZ4+fVo5OTny9va2aff29ta+ffvy3Sc1NTXf/qmpqdbt19tu1Oe6119/Xe+//74uXryo5s2ba+XKldZtpUuX1pQpUxQaGqoSJUpo6dKlioqK0vLly9WpUydZLBZ98cUXGjx4sGJiYtSxY0f97W9/09tvv622bdvKzc1NoaGhOn36tF5++WUNHDgw388zceJEjRkzpgCjhbuOB2kDAO6y+3o5iaFDh6pv3746duyYxowZo169emnlypWyWCyqWLGiYmNjrX2bNm2qEydOaPLkyerUqZMkKSwsTFu3brX2+eWXXzR//nwlJyerVatWiomJ0WOPPaZ69eqpVatWatCgQZ4ahg8fbnOejIwMVa9e/S5+agAA4CgODV4VK1aUk5OT0tLSbNrT0tLk4+OT7z4+Pj437X/9v2lpafL19bXpExQUlOf8FStWVK1atVS7dm1Vr15dmzZtUosWLfI9d0hIiBISEm74eV544QVNmTJFubm5Sk5O1lNPPSV3d3e1bt1a69evzzd4ubq6ytXV9YbHBAAAxYdD53i5uLgoODhYiYmJ1rbc3FwlJibeMPy0aNHCpr90bVmH6/39/f3l4+Nj0ycjI0ObN2++4TGvn1e6NufqRnbu3GkT5v5o9uzZKl++vDp16qScnBxJsk7Uz87OtrYBAID7l8O/aoyNjVXv3r3VpEkTNWvWTNOmTVNmZqb69OkjSerVq5eqVq2qiRMnSpJiYmLUunVrTZkyRZGRkVq4cKHNUg4Wi0WDBg3S+PHjFRAQIH9/f40YMUJVqlRRVFSUJGnz5s3aunWrwsLCVK5cOR06dEgjRozQgw8+aA1nn3zyiVxcXNSoUSNJ0rJlyzRnzhx9/PHHeT7DqVOnNH78eP3www+SpHLlyql27dqaNm2a2rdvr8TERL355pt3dRwBAEDR5/Dg1bVrV/32228aOXKkUlNTFRQUpNWrV1snx6ekpKhEif9dmGvZsqUWLFiguLg4vfHGGwoICNDy5ctVr149a5/XXntNmZmZev7553X27FmFhYVp9erVcnNzkyS5u7tr2bJlGjVqlDIzM+Xr66sOHTooLi7O5mu/cePG6dixYypZsqQCAwO1aNGifNf6iomJ0ZAhQ1SlShVr27x589S7d2/NmDFDQ4cOVdOmTe0+dgAA4N5iMQzDcHQR+J+MjAx5eXnp3Llz8vT0dHQ5xYe97ka0512N3CF5U+vWOboCx1nXZvQt+7RZd+s+BTmOxLMaAXso6O9vhy+gCgAAcL8geAEAAJiE4AUAAGASghcAAIBJCF4AAAAmcfhyEgAAWwW5Y9FexynonY8A7IMrXgAAACYheAEAAJiE4AUAAGASghcAAIBJCF4AAAAmIXgBAACYhOUkgLuBpwPjHsI/V8A8XPECAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMAl3NQJwmHXrHF0BCoKHbf/Pre4A5Q7RQirIwBWTweWKFwAAgEkIXgAAACYheAEAAJiE4AUAAGASghcAAIBJuKsRRVtRu4ulqNUD3KGC3LF4r+HOQxRlXPECAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMAnBCwAAwCQsJwHgruEh2LiZmy3rcK8u+VAcPxPsiyteAAAAJiF4AQAAmITgBQAAYBKCFwAAgEkIXgAAACbhrkYAwF1xJ3fxFccHXRfHz4TbxxUvAAAAkxC8AAAATELwAgAAMAnBCwAAwCQELwAAAJNwVyPuDjvcnnOz5/y1aXPHh0cB8bxF2EubdaPtd7CbHKrNOmldmwKc6wY/p/74b75Ax7ETRz3nkedLmosrXgAAACYheAEAAJiE4AUAAGASghcAAIBJCF4AAAAm4a7G+0lBbk+xV5//jzsTiz7uWoQ92PWOxQK4k3+313+EtbmDY/yRGZ99XZvr/7375/qjIvV8SXudzMG3anLFCwAAwCRFInjNnDlTNWrUkJubm0JCQrRly5ab9l+8eLECAwPl5uam+vXra9WqVTbbDcPQyJEj5evrq1KlSik8PFwHDhyw6ZOenq4ePXrI09NTZcuWVd++fXXhwgWbPrt27dJf/vIXubm5qXr16po0aZLN9oSEBNWqVUuenp7q2bOnsrKyrNvOnTunWrVq6dixY4UZEgAAUAw5PHgtWrRIsbGxGjVqlHbs2KGGDRsqIiJCp06dyrf/xo0b1b17d/Xt21fJycmKiopSVFSUfvrpJ2ufSZMmacaMGYqPj9fmzZvl4eGhiIgIXb582dqnR48e2rNnjxISErRy5Upt2LBBzz//vHV7RkaG2rdvLz8/P23fvl2TJ0/W6NGjNWvWLElSbm6unnnmGQ0YMEBJSUnatm2bdZskDRs2TAMGDJCfn5+9hwwAANyjHB68pk6dqv79+6tPnz6qU6eO4uPj5e7urjlz5uTbf/r06erQoYOGDh2q2rVra9y4cWrcuLHef/99Sdeudk2bNk1xcXHq3LmzGjRooPnz5+vEiRNavny5JGnv3r1avXq1Pv74Y4WEhCgsLEzvvfeeFi5cqBMnTkiSPvvsM2VlZWnOnDmqW7euunXrpldeeUVTp06VJJ0+fVqnT5/WSy+9pLp166pTp07au3evpGvhcOvWrYqJibnLowcAAO4lDg1eWVlZ2r59u8LDw61tJUqUUHh4uJKSkvLdJykpyaa/JEVERFj7HzlyRKmpqTZ9vLy8FBISYu2TlJSksmXLqkmTJtY+4eHhKlGihDZv3mzt06pVK7m4uNicZ//+/fr9999VqVIl+fr6as2aNbp48aL+/e9/q0GDBsrOztaLL76oDz/8UE5OTnc4QgAAoDhx6F2Np0+fVk5Ojry9vW3avb29tW/fvnz3SU1Nzbd/amqqdfv1tpv1qVy5ss32kiVLqnz58jZ9/P398xzj+rZy5crpiy++0ODBgxUTE6OOHTvqb3/7m95++221bdtWbm5uCg0N1enTp/Xyyy9r4MCB+X6eK1eu6MqVK9b3586dk3Ttq067+8N5bqgg5y3Icf6/zKs3OdUtDnMn+6LgbjbOwL3qypVb/yzLvHrrHyT2Oo69FKQeM9ntV9Vt/F65Y3fj96v+93vbMIyb9mM5iTsQFhamrVu3Wt//8ssvmj9/vpKTk9WqVSvFxMToscceU7169dSqVSs1aNAgzzEmTpyoMWPG5GmvXr36Xa39ht5+27xz/eCgfQEUfz/Y6WeZvY5jL0WsHjN/ZdjNXS76/Pnz8vLyuuF2hwavihUrysnJSWlpaTbtaWlp8vHxyXcfHx+fm/a//t+0tDT5+vra9AkKCrL2+fPk/atXryo9Pd3mOPmd54/n+LMXXnhBU6ZMUW5urpKTk/XUU0/J3d1drVu31vr16/MNXsOHD1dsbKz1fW5urtLT01WhQgVZLJZ8z2O2jIwMVa9eXb/++qs8PT0dXU6Rwbjkj3HJH+OSP8Ylf4xL/oryuBiGofPnz6tKlSo37efQ4OXi4qLg4GAlJiYqKipK0rXgkZiYeMOv5lq0aKHExEQNGjTI2paQkKAWLVpIkvz9/eXj46PExERr0MrIyNDmzZv14osvWo9x9uxZbd++XcHBwZKktWvXKjc3VyEhIdY+b775prKzs+Xs7Gw9z8MPP6xy5crlqWv27NkqX768OnXqpN9//12SlJ2dbf1vTk5Ovp/H1dVVrq6uNm1ly5a92bA5jKenZ5H7h14UMC75Y1zyx7jkj3HJH+OSv6I6Lje70mVlONjChQsNV1dXY968ecbPP/9sPP/880bZsmWN1NRUwzAMo2fPnsawYcOs/X/44QejZMmSxjvvvGPs3bvXGDVqlOHs7Gzs3r3b2uftt982ypYta3z11VfGrl27jM6dOxv+/v7GpUuXrH06dOhgNGrUyNi8ebPxn//8xwgICDC6d+9u3X727FnD29vb6Nmzp/HTTz8ZCxcuNNzd3Y0PP/wwz2dIS0szatSoYRw/ftzaVrt2bWP06NHGxo0bjdKlSxtbtmyx67iZ6dy5c4Yk49y5c44upUhhXPLHuOSPcckf45I/xiV/xWFcHB68DMMw3nvvPeOBBx4wXFxcjGbNmhmbNm2ybmvdurXRu3dvm/5ffPGFUatWLcPFxcWoW7eu8fXXX9tsz83NNUaMGGF4e3sbrq6uRrt27Yz9+/fb9Dlz5ozRvXt3o3Tp0oanp6fRp08f4/z58zZ9fvzxRyMsLMxwdXU1qlatarz99tv51t+tWzfjvffes2nbvHmzERgYaJQvX94YM2bM7Q5JkVIc/qHfDYxL/hiX/DEu+WNc8se45K84jEuRCF4o2i5fvmyMGjXKuHz5sqNLKVIYl/wxLvljXPLHuOSPcclfcRgXi2Hc4r5HAAAA2IXDV64HAAC4XxC8AAAATELwAgAAMAnBCwAAwCQEL9y2r7/+WiEhISpVqpTKlStnXfwW1569GRQUJIvFop07dzq6HIc6evSo+vbtK39/f5UqVUoPPvigRo0apaysLEeXZrqZM2eqRo0acnNzU0hIiLZs2eLokhxq4sSJatq0qcqUKaPKlSsrKipK+/fvd3RZRc7bb78ti8Vis2D4/er48eN69tlnVaFCBZUqVUr169fXtm3bHF1WoRC8cFuWLl2qnj17qk+fPvrxxx/1ww8/6JlnnnF0WUXGa6+9dsvHRdwv9u3bp9zcXH344Yfas2eP3n33XcXHx+uNN95wdGmmWrRokWJjYzVq1Cjt2LFDDRs2VERERJ7Hlt1P1q9fr+joaG3atEkJCQnKzs5W+/btlZmZ6ejSioytW7fqww8/zPdRc/eb33//XaGhoXJ2dtY333yjn3/+WVOmTMn3KTL3BEevZ4F7R3Z2tlG1alXj448/dnQpRdKqVauMwMBAY8+ePYYkIzk52dElFTmTJk0y/P39HV2GqZo1a2ZER0db3+fk5BhVqlQxJk6c6MCqipZTp04Zkoz169c7upQi4fz580ZAQICRkJBgtG7d2oiJiXF0SQ71+uuvG2FhYY4uw2644oUC27Fjh44fP64SJUqoUaNG8vX11WOPPaaffvrJ0aU5XFpamvr3769PP/1U7u7uji6nyDp37pzKly/v6DJMk5WVpe3btys8PNzaVqJECYWHhyspKcmBlRUt586dk6T76t/GzURHRysyMtLm3839bMWKFWrSpImeeuopVa5cWY0aNdJHH33k6LIKjeCFAjt8+LAkafTo0YqLi9PKlStVrlw5tWnTRunp6Q6uznEMw9Bzzz2nAQMGqEmTJo4up8g6ePCg3nvvPb3wwguOLsU0p0+fVk5Ojry9vW3avb29lZqa6qCqipbc3FwNGjRIoaGhqlevnqPLcbiFCxdqx44dmjhxoqNLKTIOHz6sDz74QAEBAfr222/14osv6pVXXtEnn3zi6NIKheAFDRs2TBaL5aav6/N1JOnNN99Uly5dFBwcrLlz58pisWjx4sUO/hT2V9Bxee+993T+/HkNHz7c0SWboqDj8kfHjx9Xhw4d9NRTT6l///4OqhxFUXR0tH766SctXLjQ0aU43K+//qqYmBh99tlncnNzc3Q5RUZubq4aN26sCRMmqFGjRnr++efVv39/xcfHO7q0Qinp6ALgeEOGDNFzzz130z41a9bUyZMnJUl16tSxtru6uqpmzZpKSUm5myU6REHHZe3atUpKSpKrq6vNtiZNmqhHjx737P+V3UhBx+W6EydOqG3btmrZsqVmzZp1l6srWipWrCgnJyelpaXZtKelpcnHx8dBVRUdAwcO1MqVK7VhwwZVq1bN0eU43Pbt23Xq1Ck1btzY2paTk6MNGzbo/fff15UrV+Tk5OTACh3D19fX5veOJNWuXVtLly51UEV3huAFVapUSZUqVbplv+DgYLm6umr//v0KCwuTJGVnZ+vo0aPy8/O722WarqDjMmPGDI0fP976/sSJE4qIiNCiRYsUEhJyN0t0iIKOi3TtSlfbtm2tV0dLlLi/LrK7uLgoODhYiYmJ1mVXcnNzlZiYqIEDBzq2OAcyDEMvv/yyvvzyS61bt07+/v6OLqlIaNeunXbv3m3T1qdPHwUGBur111+/L0OXJIWGhuZZbuSXX365Z3/vELxQYJ6enhowYIBGjRql6tWry8/PT5MnT5YkPfXUUw6uznEeeOABm/elS5eWJD344IP39f/FHz9+XG3atJGfn5/eeecd/fbbb9Zt99PVntjYWPXu3VtNmjRRs2bNNG3aNGVmZqpPnz6OLs1hoqOjtWDBAn311VcqU6aMdb6bl5eXSpUq5eDqHKdMmTJ55rl5eHioQoUK9/X8t8GDB6tly5aaMGGCnn76aW3ZskWzZs26Z6+gE7xwWyZPnqySJUuqZ8+eunTpkkJCQrR27dp7dz0V3DUJCQk6ePCgDh48mCeAGobhoKrM17VrV/32228aOXKkUlNTFRQUpNWrV+eZcH8/+eCDDyRJbdq0sWmfO3fuLb/Gxv2nadOm+vLLLzV8+HCNHTtW/v7+mjZtmnr06OHo0grFYtxPPwEBAAAc6P6acAEAAOBABC8AAACTELwAAABMQvACAAAwCcELAADAJAQvAAAAkxC8AAAATELwAgAAMAnBCwDs5IknnlCHDh3y3fbvf/9bFotFu3btkiTNmzdPDRo0kJubmypXrqzo6GgzSwXgIDwyCADspG/fvurSpYv++9//5nlM0ty5c9WkSRM1aNBAU6dO1ZQpUzR58mSFhIQoMzNTR48edUzRAEzFI4MAwE6uXr2qatWqaeDAgYqLi7O2X7hwQb6+vpo8ebK6du2qqlWr6l//+pfatWvnwGoBOAJfNQKAnZQsWVK9evXSvHnzbB4EvnjxYuXk5Kh79+5KSEhQbm6ujh8/rtq1a6tatWp6+umn9euvvzqwcgBmIXgBgB397W9/06FDh7R+/Xpr29y5c9WlSxd5eXnp8OHDys3N1YQJEzRt2jQtWbJE6enpevTRR5WVleXAygGYgeAFAHYUGBioli1bas6cOZKkgwcP6t///rf69u0rScrNzVV2drZmzJihiIgINW/eXJ9//rkOHDig77//3pGlAzABwQsA7Kxv375aunSpzp8/r7lz5+rBBx9U69atJUm+vr6SpDp16lj7V6pUSRUrVlRKSopD6gVgHoIXANjZ008/rRIlSmjBggWaP3++/va3v8lisUiSQkNDJUn79++39k9PT9fp06fl5+fnkHoBmIe7GgHgLujXr5+WLVumjIwMpaSkqEqVKtZtUVFROnjwoGbNmiVPT08NHz5chw8f1s6dO+Xs7OzAqgHcbVzxAoC7oG/fvvr9998VERFhE7okaf78+QoJCVFkZKRat24tZ2dnrV69mtAF3Ae44gUAAGASrngBAACYhOAFAABgEoIXAACASQheAAAAJiF4AQAAmITgBQAAYBKCFwAAgEkIXgAAACYheAEAAJiE4AUAAGASghcAAIBJCF4AAAAm+X8iyj1iV6kNqwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NSkoKwsLCFMq8vb2rXSZ8kvv37+PNN99ETEwMTExMlO7Hzs5OTLqq9jNp0iScO3cOvXv3Rq9evZCQkIAuXbogMTER9vb2AICJEydi6dKl9U666kIQBOTm5uLOnTuN3jbVnZqaGqysrKCpqanqrhARUTOi0sQrPz8fFRUVCskNABgbG+P8+fNKt8nNzVUan5ubW699T58+Ha6urhg6dGi99lNVBwCff/45Jk+ejOXLl8PNzQ0RERH48ssvoa2tDScnJ3h7e+PKlSsYOXIkFixYoHQ/JSUlKCkpEd8XFRXV2u+qpMvIyAja2tpcZFUFqha5vXnzJjp16sTPgIiI6uy5XE5i7969OHToEDIyMp6qnR49euDIkSPi+9u3byMqKgpHjx7FlClT4Orqit27d8PJyQnOzs4YMmRItTYWL16MuXPn1ml/FRUVYtLVvn37p+o7PZ0OHTogJycH5eXl0NDQUHV3iIiomVDpJBVDQ0Ooq6sjLy9PoTwvL0/p5T8AMDExqVe8MocOHcKVK1fQpk0btGrVCq1aPco/hw0bhoEDB9a6n6o6ZcLCwjBt2jS88MILSEpKwvDhw6GjowNfX18kJSUp3SYiIgKFhYXi648//qix31VzurS1tet8rNQ0qi4xVlRUqLgnRETUnKg08dLU1ISjoyMSExPFssrKSiQmJsLFxUXpNi4uLgrxAJCQkFBjvDIzZ87E6dOnkZmZKb4AYNWqVYiLixP3c+bMGYW7KxMSEqCvr4/u3btXazMxMRFZWVkICQkBoDj5vaysrMY/0FpaWuJiqXVdNJWXtlSPnwERETWEyi81hoWFITAwEH379kW/fv0QHR2N4uJijB07FgAQEBCAjh07YvHixQCA0NBQeHh4YMWKFfD19cW2bdtw6tQpbNiwQWyzoKAA2dnZyMnJAQBcuHABwKMzVY+//q1Tp06wsrICAAwaNAjdu3fHmDFjsHTpUuTm5iIyMhLBwcHQ0tJS2O7hw4cICQnBN998I97p5ubmhpiYGAQHB2PXrl1YuXJlI48cERERNTcqvx9+xIgRWL58OWbPng0HBwdkZmYiPj5enMienZ2NmzdvivGurq7YunUrNmzYgF69euHbb7/Fnj170LNnTzFm79696N27N3x9fQEAI0eORO/evastN1EbdXV17Nu3D+rq6nBxccFbb72FgIAAzJs3r1rs3Llz4evrq7BkxZo1a5CZmYkBAwZgyJAhGDZsWH2H5rmjbBFbIiKilkTl63iRotrWAXn48CGuXr0KKysryOVysXzOHGn72JD95ebmYuHChdi/fz/+/PNPGBkZwcHBAdOmTcPLL78M4FHi9fhaalISBAFRUVH47LPPcOfOHbi5uWH9+vWwtrZWGl/TZ0FERM+nuq7jpfIzXtTyXbt2DY6Ojjh06BCWLVuGM2fOID4+Hp6enggODlZ19wAAS5cuxZo1axAbG4vU1FTo6OjA29sbDx8+VHXXiIioBWHiRU1u8uTJkMlkOHHiBIYNGwYbGxv06NEDYWFhOH78eI3bffDBB7CxsYG2tjY6d+6MWbNmKazW/+uvv8LT0xN6enrQ19eHo6MjTp06BQC4fv06hgwZgrZt20JHRwc9evSo9kzPKoIgIDo6GpGRkRg6dCjs7e2xZcsW5OTk8NInERE1KpVPrqeWraCgAPHx8Vi4cCF0dHSq1bdp06bGbfX09LB582aYmZnhzJkzGD9+PPT09PD+++8DAEaPHo3evXtj/fr1UFdXR2ZmprimVnBwMEpLS3H06FHo6Ojgt99+g66urtL9XL16Fbm5ufDy8hLLDAwM4OzsjJSUFIwcOfIpRoCIiOgfTLyoSV2+fBmCIMDW1rbe20ZGRor/trS0xHvvvYdt27aJiVd2djbCw8PFth+fj5WdnY1hw4bBzs4OANC5c+ca91P1JILGeCICEZEUqubaSj3Hl54eLzVSk3qaeze2b98ONzc3mJiYQFdXF5GRkcjOzhbrw8LCMG7cOHh5eWHJkiW4cuWKWDd16lQsWLAAbm5uiIqKwunTp5/qOIiIiBoDEy9qUtbW1pDJZDU+e7MmKSkpGD16NAYPHox9+/YhIyMDH330EUpLS8WYOXPm4Ny5c/D19cWhQ4fQvXt3fPfddwCAcePG4ffff8eYMWNw5swZ9O3bF2vXrlW6r6o13Z72iQhERERPwsSLmlS7du3g7e2NmJgYFBcXV6u/c+eO0u2Sk5NhYWGBjz76CH379oW1tTWuX79eLc7GxgbTp0/HwYMH8frrr4tPHgAAc3NzTJw4Ebt378aMGTPw2WefKd2XlZUVTExMFJ6IUFRUhNTU1Ho9EYGIiOhJmHhRk4uJiUFFRQX69euHXbt24dKlS8jKysKaNWtqTGysra2RnZ2Nbdu24cqVK1izZo14NgsAHjx4gJCQECQlJeH69es4duwYTp48iW7dugEApk2bhh9//BFXr15Feno6Dh8+LNb9m0wmw7Rp07BgwQLs3bsXZ86cQUBAAMzMzFSyphgREbVcnFxPTa5z585IT0/HwoULMWPGDNy8eRMdOnSAo6Mj1q9fr3QbPz8/TJ8+HSEhISgpKYGvry9mzZqFOf9/Jqm6ujpu376NgIAA5OXlwdDQEK+//jrmzp0L4NGzMoODg3Hjxg3o6+vDx8cHq1atqrGP77//PoqLizFhwgTcuXMH7u7uiI+P5+KoRETUqLhy/TOmISvXk/T4WRCRKvGuxmcPV64nIiIiesYw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8aJnhkwmw549e1TdDSIioibDZzW2BFI/M6IB+8vNzcXChQuxf/9+/PnnnzAyMoKDgwOmTZuGl19+ufH7WE+7d+9GbGws0tLSUFBQgIyMDDg4OKi6W0RE1MLwjBc1uWvXrsHR0RGHDh3CsmXLcObMGcTHx8PT0xPBwcGq7h4AoLi4GO7u7vj4449V3RUiImrBmHhRk5s8eTJkMhlOnDiBYcOGwcbGBj169EBYWBiOHz9e43YffPABbGxsoK2tjc6dO2PWrFkoKysT63/99Vd4enpCT08P+vr6cHR0xKlTpwAA169fx5AhQ9C2bVvo6OigR48eOHDgQI37GjNmDGbPng0vL6/GO3AiIqJ/4aVGalIFBQWIj4/HwoULoaOjU62+TZs2NW6rp6eHzZs3w8zMDGfOnMH48eOhp6eH999/HwAwevRo9O7dG+vXr4e6ujoyMzOhoaEBAAgODkZpaSmOHj0KHR0d/Pbbb9DV1W2SYyQiIqorJl7UpC5fvgxBEGBra1vvbSMjI8V/W1pa4r333sO2bdvExCs7Oxvh4eFi29bW1mJ8dnY2hg0bBjs7OwBA586dn+YwiIiIGgUvNVKTEgShwdtu374dbm5uMDExga6uLiIjI5GdnS3Wh4WFYdy4cfDy8sKSJUtw5coVsW7q1KlYsGAB3NzcEBUVhdOnTz/VcRARETUGJl7UpKytrSGTyXD+/Pl6bZeSkoLRo0dj8ODB2LdvHzIyMvDRRx+htLRUjJkzZw7OnTsHX19fHDp0CN27d8d3330HABg3bhx+//13jBkzBmfOnEHfvn2xdu3aRj02IiKi+mLiRU2qXbt28Pb2RkxMDIqLi6vV37lzR+l2ycnJsLCwwEcffYS+ffvC2toa169frxZnY2OD6dOn4+DBg3j99dcRFxcn1pmbm2PixInYvXs3ZsyYgc8++6zRjouIiKghmHhRk4uJiUFFRQX69euHXbt24dKlS8jKysKaNWvg4uKidBtra2tkZ2dj27ZtuHLlCtasWSOezQKABw8eICQkBElJSbh+/TqOHTuGkydPolu3bgCAadOm4ccff8TVq1eRnp6Ow4cPi3XKFBQUIDMzE7/99hsA4MKFC8jMzERubm4jjgQRET3vmHhRk+vcuTPS09Ph6emJGTNmoGfPnnjllVeQmJiI9evXK93Gz88P06dPR0hICBwcHJCcnIxZs2aJ9erq6rh9+zYCAgJgY2ODN954A6+++irmzp0LAKioqEBwcDC6desGHx8f2NjY4JNPPqmxj3v37kXv3r3h6+sLABg5ciR69+6N2NjYRhwJIiJ63smEp5n9TI2uqKgIBgYGKCwshL6+vkLdw4cPcfXqVVhZWUEul6uohwTwsyAi1ap6gIjUDy6hmtX29/txPONFREREJBEmXkREREQSYeJFREREJBEmXkREREQSeSYSr5iYGFhaWkIul8PZ2RknTpyoNX7nzp2wtbWFXC6HnZ1dtYcf7969G4MGDUL79u0hk8mQmZmpUF9QUIApU6aga9euaN26NTp16oSpU6eisLBQjLl9+zZ8fHxgZmYGLS0tmJubIyQkBEVFRWJMRkYGevfuDV1dXQwZMgQFBQViXXl5ORwdHZ94LA3B+yFUj58BERE1hMoTr+3btyMsLAxRUVFIT09Hr1694O3tjVu3bimNT05OxqhRoxAUFISMjAz4+/vD398fZ8+eFWOKi4vh7u6Ojz/+WGkbOTk5yMnJwfLly3H27Fls3rwZ8fHxCAoKEmPU1NQwdOhQ7N27FxcvXsTmzZvx008/YeLEiWLMuHHj8NJLLyE9PR2FhYVYtGiRWLdixQq4ubmhX79+TztEoqoHQN+/f7/R2qSGqVpBX11dXcU9ISKi5kTly0k4OzvDyckJ69atAwBUVlbC3NwcU6ZMwcyZM6vFjxgxAsXFxdi3b59Y1r9/fzg4OFRbc+natWuwsrJCRkYGHBwcau3Hzp078dZbb6G4uBitWil/dviaNWuwbNky/PHHHwAAbW1tpKenw9bWFuvXr8e+ffuwf/9+/P777/Dx8UFaWhr09PTqMxxPvB315s2buHPnDoyMjKCtrQ2ZTFav9unpVVZWIicnBxoaGujUqRM/AyKSHJeTePbUdTkJ5RmGREpLS5GWloaIiAixTE1NDV5eXkhJSVG6TUpKCsLCwhTKvL29sWfPnqfqS9VA1ZR05eTkYPfu3fDw8BDLevXqhYSEBHTp0gWJiYmwt7cHAEycOBFLly6tU9JVUlKCkpIS8f3jlzKVMTExAYAazwiSNNTU1Jh0ERFRvak08crPz0dFRQWMjY0Vyo2NjWt8qHJubq7S+Kd5tEt+fj7mz5+PCRMmVKsbNWoUvv/+ezx48ABDhgzB559/LtZ9/vnnmDx5MpYvXw43NzdERETgyy+/hLa2NpycnODt7Y0rV65g5MiRWLBggdJ9L168WFxtvS5kMhlMTU1hZGSEsrKy+h8sNQpNTU2oqan8Sj0RETUzKk28ngVFRUXw9fVF9+7dMUfJOdtVq1YhKioKFy9eREREBMLCwsRHz/To0QNHjhwRY2/fvo2oqCgcPXoUU6ZMgaurK3bv3g0nJyc4OztjyJAh1dqvavPx/pibmz+x3+rq6pxfRERE1Myo9H/ZDQ0Noa6ujry8PIXyvLw88ZLav5mYmNQrvjZ3796Fj48P9PT08N1334mT1/+9P1tbW/j5+eHTTz/F+vXrcfPmTaXthYWFYdq0aXjhhReQlJSE4cOHQ0dHB76+vkhKSlK6jZaWFvT19RVeRERE1DKpNPHS1NSEo6MjEhMTxbLKykokJibCxcVF6TYuLi4K8QCQkJBQY3xNioqKMGjQIGhqamLv3r11et5eZWUlACjMyaqSmJiIrKwshISEAHj0kOaqS4FlZWWoqKioV/+IiIio5VH5pcawsDAEBgaib9++6NevH6Kjo1FcXIyxY8cCAAICAtCxY0csXrwYABAaGgoPDw+sWLECvr6+2LZtG06dOoUNGzaIbRYUFCA7Oxs5OTkAgAsXLgB4dPbKxMRETLru37+Pr776CkVFReKk9g4dOkBdXR0HDhxAXl4enJycoKuri3PnziE8PBxubm6wtLRUOIaHDx8iJCQE33zzjTjvx83NDTExMQgODsauXbuwcuXKJh1HIiIiagaEZ8DatWuFTp06CZqamkK/fv2E48ePi3UeHh5CYGCgQvyOHTsEGxsbQVNTU+jRo4ewf/9+hfq4uDgBQLVXVFSUIAiCcPjwYaX1AISrV68KgiAIhw4dElxcXAQDAwNBLpcL1tbWwgcffCD8/fff1fo/c+ZMYcaMGQplly5dEpycnAR9fX1h0qRJQkVFRZ3GorCwUAAgFBYW1imeiIieP1FRj1707Kjr32+Vr+NFiuq6DggRET2/uI7Xs6euf795PzwRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUmEiRcRERGRRFqpugNERESiOXMaJ+Y58fhQcFiaB57xIiIiIpIIEy8iIiIiiTDxIiIiIpIIEy8iIiIiiTwTiVdMTAwsLS0hl8vh7OyMEydO1Bq/c+dO2NraQi6Xw87ODgcOHFCo3717NwYNGoT27dtDJpMhMzOzWhsPHz5EcHAw2rdvD11dXQwbNgx5eXkKMTKZrNpr27ZtYn1GRgZ69+4NXV1dDBkyBAUFBWJdeXk5HB0dn3gsRERE9PxQeeK1fft2hIWFISoqCunp6ejVqxe8vb1x69YtpfHJyckYNWoUgoKCkJGRAX9/f/j7++Ps2bNiTHFxMdzd3fHxxx/XuN/p06fjf//7H3bu3IkjR44gJycHr7/+erW4uLg43Lx5U3z5+/uLdePGjcNLL72E9PR0FBYWYtGiRWLdihUr4Obmhn79+jVgVIiIiKglkgmCIKiyA87OznBycsK6desAAJWVlTA3N8eUKVMwc+bMavEjRoxAcXEx9u3bJ5b1798fDg4OiI2NVYi9du0arKyskJGRAQcHB7G8sLAQHTp0wNatW/Hf//4XAHD+/Hl069YNKSkp6N+/P4BHZ7y+++47hWTrcdra2khPT4etrS3Wr1+Pffv2Yf/+/fj999/h4+ODtLQ06Onp1Ws8ioqKYGBggMLCQujr69drWyKiZo/LSdSJsiHgsKhWXf9+q/SMV2lpKdLS0uDl5SWWqampwcvLCykpKUq3SUlJUYgHAG9v7xrjlUlLS0NZWZlCO7a2tujUqVO1doKDg2FoaIh+/fph06ZNeDxP7dWrFxISElBeXo7ExETY29sDACZOnIilS5fWKekqKSlBUVGRwouIiIhaJpUmXvn5+aioqICxsbFCubGxMXJzc5Vuk5ubW6/4mtrQ1NREmzZtam1n3rx52LFjBxISEjBs2DBMnjwZa9euFes///xzfPvtt3jxxRehqamJiIgIfPnll9DW1oaTkxO8vb3RpUsXREZG1tiXxYsXw8DAQHyZm5vX+TiIiKhlmzPnnxe1DFy5vhazZs0S/927d28UFxdj2bJlmDp1KgCgR48eOHLkiBhz+/ZtREVF4ejRo5gyZQpcXV2xe/duODk5wdnZGUOGDKm2j4iICISFhYnvi4qKmHwRERG1UCo942VoaAh1dfVqdxPm5eXBxMRE6TYmJib1iq+pjdLSUty5c6de7Tg7O+PGjRsoKSlRWh8WFoZp06bhhRdeQFJSEoYPHw4dHR34+voiKSlJ6TZaWlrQ19dXeBEREVHLpNLES1NTE46OjkhMTBTLKisrkZiYCBcXF6XbuLi4KMQDQEJCQo3xyjg6OkJDQ0OhnQsXLiA7O7vWdjIzM9G2bVtoaWlVq0tMTERWVhZCQkIAABUVFSgrKwMAlJWVoaKios79IyIiopZJ5Zcaw8LCEBgYiL59+6Jfv36Ijo5GcXExxo4dCwAICAhAx44dsXjxYgBAaGgoPDw8sGLFCvj6+mLbtm04deoUNmzYILZZUFCA7Oxs5OTkAHiUVAGPznSZmJjAwMAAQUFBCAsLQ7t27aCvr48pU6bAxcVFvKPxf//7H/Ly8tC/f3/I5XIkJCRg0aJFeO+996odw8OHDxESEoJvvvkGamqPclk3NzfExMQgODgYu3btwsqVK5tuEImIiKhZUHniNWLECPz111+YPXs2cnNz4eDggPj4eHECfXZ2tpjMAICrqyu2bt2KyMhIfPjhh7C2tsaePXvQs2dPMWbv3r1i4gYAI0eOBABERUVhzv+fobhq1Sqoqalh2LBhKCkpgbe3Nz755BNxGw0NDcTExGD69OkQBAFdunTBypUrMX78+GrHMHfuXPj6+iosWbFmzRq8+eabGDBgAEaPHo1hw4Y1yngRERFR86XydbxIEdfxIqLnGtfxUvD4odb079rKSDrNYh0vIiIioucJEy8iIiIiiah8jhcRERH9g5cMWzae8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSiMoTr5iYGFhaWkIul8PZ2RknTpyoNX7nzp2wtbWFXC6HnZ0dDhw4oFAvCAJmz54NU1NTtG7dGl5eXrh06ZJCzMWLFzF06FAYGhpCX18f7u7uOHz4sELMyZMn8fLLL6NNmzZo27YtvL298euvv4r1165dw4ABA6Cjo4MBAwbg2rVrCtu/9tpr2LVrVwNGhIiIiFoqlSZe27dvR1hYGKKiopCeno5evXrB29sbt27dUhqfnJyMUaNGISgoCBkZGfD394e/vz/Onj0rxixduhRr1qxBbGwsUlNToaOjA29vbzx8+FCMee2111BeXo5Dhw4hLS0NvXr1wmuvvYbc3FwAwL179+Dj44NOnTohNTUVv/zyC/T09ODt7Y2ysjIAwIwZM9CxY0dkZmbC1NQU7733nsJxqampYdiwYU0xbERERNRMqTTxWrlyJcaPH4+xY8eie/fuiI2Nhba2NjZt2qQ0fvXq1fDx8UF4eDi6deuG+fPno0+fPli3bh2AR2e7oqOjERkZiaFDh8Le3h5btmxBTk4O9uzZAwDIz8/HpUuXMHPmTNjb28Pa2hpLlizB/fv3xQTu/PnzKCgowLx589C1a1f06NEDUVFRyMvLw/Xr1wEAWVlZCAwMhLW1Nd5++21kZWUBAO7cuYPIyEjExMQ08egRERFRc6OyxKu0tBRpaWnw8vL6pzNqavDy8kJKSorSbVJSUhTiAcDb21uMv3r1KnJzcxViDAwM4OzsLMa0b98eXbt2xZYtW1BcXIzy8nJ8+umnMDIygqOjIwCga9euaN++PTZu3IjS0lI8ePAAGzduRLdu3WBpaQkA6NWrF3766SdUVlbi4MGDsLe3BwCEh4cjODgY5ubmdRqHkpISFBUVKbyIiIioZVJZ4pWfn4+KigoYGxsrlBsbG4uX/P4tNze31viqn7XFyGQy/PTTT8jIyICenh7kcjlWrlyJ+Ph4tG3bFgCgp6eHpKQkfPXVV2jdujV0dXURHx+PH374Aa1atQIALF++HOfPn4elpSUuXbqE5cuX4+jRo8jMzERAQADeeOMNdO7cGRMnTkRpaWmN47B48WIYGBiIr7ombERERDWZM+efFz1bVD65XmqCICA4OBhGRkb4+eefceLECfj7+2PIkCG4efMmAODBgwcICgqCm5sbjh8/jmPHjqFnz57w9fXFgwcPAAAdO3bEvn37kJ2djX379sHQ0BCTJ09GbGwsFixYAD09PVy4cAGXLl3Cp59+WmN/IiIiUFhYKL7++OMPScaBiIiIpKeyxMvQ0BDq6urIy8tTKM/Ly4OJiYnSbUxMTGqNr/pZW8yhQ4ewb98+bNu2DW5ubujTpw8++eQTtG7dGl988QUAYOvWrbh27Rri4uLg5OSE/v37Y+vWrbh69Sq+//57pX1btGgRBg0aBEdHRyQlJWHYsGHQ0NDA66+/jqSkpBrHQUtLC/r6+govIiIiaplUlnhpamrC0dERiYmJYlllZSUSExPh4uKidBsXFxeFeABISEgQ462srGBiYqIQU1RUhNTUVDHm/v37AB7NJ3ucmpoaKisrxRg1NTXIZDKFeplMJsY8LisrC1u3bsX8+fMBABUVFeLdj2VlZaioqKjDiBAREVFLp9JLjWFhYfjss8/wxRdfICsrC5MmTUJxcTHGjh0LAAgICEBERIQYHxoaivj4eKxYsQLnz5/HnDlzcOrUKYSEhAB4NH9r2rRpWLBgAfbu3YszZ84gICAAZmZm8Pf3B/AoeWvbti0CAwPx66+/4uLFiwgPD8fVq1fh6+sLAHjllVfw999/Izg4GFlZWTh37hzGjh2LVq1awdPTU+EYBEHAhAkTsGrVKujo6AAA3Nzc8NlnnyErKwtbtmyBm5tbUw8lERERNQMNTrzu3LmDzz//HBERESgoKAAApKen488//6xzGyNGjMDy5csxe/ZsODg4IDMzE/Hx8eLk+OzsbHHeFQC4urpi69at2LBhA3r16oVvv/0We/bsQc+ePcWY999/H1OmTMGECRPg5OSEe/fuIT4+HnK5HMCjS5zx8fG4d+8eXnrpJfTt2xe//PILvv/+e/Tq1QsAYGtri//97384ffo0XFxc8J///Ac5OTmIj4+HqampwjFs2LABxsbGeO2118SyOXPm4OHDh3B2dkaXLl0QHBxcz9ElIiKilkgmCIJQ341Onz4NLy8vGBgY4Nq1a7hw4QI6d+6MyMhIZGdnY8uWLU3R1+dCUVERDAwMUFhYyPleRPT8qctteC38Vr2aDu/xcmUxNdW38OF6ZtT173eDzniFhYXh7bffxqVLl8QzSQAwePBgHD16tCFNEhEREbV4DUq8Tp48iXfffbdaeceOHWtcg4uIiIjoedeqIRtpaWkpXWH94sWL6NChw1N3ioiI6HnDS4LPhwad8fLz88O8efPEJRNkMhmys7PxwQcf8MHQRERERDVoUOK1YsUK3Lt3D0ZGRnjw4AE8PDzQpUsX6OnpYeHChY3dRyIiIqIWoUGXGg0MDJCQkIBffvkFp0+fxr1799CnT59qD7AmIiIion80KPGq4u7uDnd398bqCxEREVGL1qDEa82aNUrLZTIZ5HI5unTpggEDBkBdXf2pOkdERETUkjQo8Vq1ahX++usv3L9/H23btgUA/P3339DW1oauri5u3bqFzp074/DhwzA3N2/UDhMRERE1Vw2aXL9o0SI4OTnh0qVLuH37Nm7fvo2LFy/C2dkZq1evRnZ2NkxMTDB9+vTG7i8RERFRs9WgM16RkZHYtWsXXnzxRbGsS5cuWL58OYYNG4bff/8dS5cu5dISRERERI9pUOJ18+ZNlJeXVysvLy8XV643MzPD3bt3n653REREVCdcgLV5aNClRk9PT7z77rvIyMgQyzIyMjBp0iS89NJLAIAzZ87AysqqcXpJRERE1AI0KPHauHEj2rVrB0dHR2hpaUFLSwt9+/ZFu3btsHHjRgCArq4uVqxY0aidJSIiImrOGnSp0cTEBAkJCTh//jwuXrwIAOjatSu6du0qxnh6ejZOD4mIiIhaiKdaQNXW1ha2traN1RciIiKiFq3BideNGzewd+9eZGdno7S0VKFu5cqVT90xIiIiopamQYlXYmIi/Pz80LlzZ5w/fx49e/bEtWvXIAgC+vTp09h9JCIiImoRGjS5PiIiAu+99x7OnDkDuVyOXbt24Y8//oCHhweGDx/e2H0kIiIiahEalHhlZWUhICAAANCqVSs8ePAAurq6mDdvHj7++ONG7SARERFRS9GgxEtHR0ec12VqaoorV66Idfn5+Y3TMyIiIqIWpkFzvPr3749ffvkF3bp1w+DBgzFjxgycOXMGu3fvRv/+/Ru7j0REREQtQoMSr5UrV+LevXsAgLlz5+LevXvYvn07rK2teUcjERERUQ0alHh17txZ/LeOjg5iY2MbrUNERERELVWD5nh17twZt2/frlZ+584dhaSMiIiIiP7RoMTr2rVrqKioqFZeUlKCP//886k7RURERNQS1etS4969e8V///jjjzAwMBDfV1RUIDExEZaWlo3WOSIiIqKWpF6Jl7+/PwBAJpMhMDBQoU5DQwOWlpZYsWJFo3WOiIiIqCWpV+JVWVkJALCyssLJkydhaGjYJJ0iIiIiaokadFfj1atXG7sfRESqM2dO48SQNJ7Tz6sFHtJzqUGJF/DoQdmJiYm4deuWeCasyqZNm566Y0REREQtTYMSr7lz52LevHno27cvTE1NIZPJGrtfRERERC1OgxKv2NhYbN68GWPGjGns/hARERG1WA1ax6u0tBSurq6N3RciIiKiFq1Bide4ceOwdevWRutETEwMLC0tIZfL4ezsjBMnTtQav3PnTtja2kIul8POzg4HDhxQqBcEAbNnz4apqSlat24NLy8vXLp0SaxPSkqCTCZT+jp58qQYd/r0afznP/+BXC6Hubk5li5dqrCfhIQE2NjYQF9fH2PGjEFpaalYV1hYCBsbG1y/fv1phoaIiIhakAYlXg8fPsTKlSvh4eGBKVOmICwsTOFVH9u3b0dYWBiioqKQnp6OXr16wdvbG7du3VIan5ycjFGjRiEoKAgZGRnw9/eHv78/zp49K8YsXboUa9asQWxsLFJTU6GjowNvb288fPgQAODq6oqbN28qvMaNGwcrKyv07dsXAFBUVIRBgwbBwsICaWlpWLZsGebMmYMNGzYAeLS0xptvvomJEyciJSUFp06dEusAYObMmZg4cSIsLCzqNR5ERETUcjVojtfp06fh4OAAAAoJD4B6T7RfuXIlxo8fj7FjxwJ4NH9s//792LRpE2bOnFktfvXq1fDx8UF4eDgAYP78+UhISMC6desQGxsLQRAQHR2NyMhIDB06FACwZcsWGBsbY8+ePRg5ciQ0NTVhYmIitllWVobvv/8eU6ZMEfv/9ddfo7S0FJs2bYKmpiZ69OiBzMxMrFy5EhMmTEB+fj7y8/MxefJkyOVy+Pn5ISsrC8Cj5PDkyZNYt25dvcaCiIiIWrYGJV6HDx9ulJ2XlpYiLS0NERERYpmamhq8vLyQkpKidJuUlJRqZ9W8vb2xZ88eAI/WGMvNzYWXl5dYb2BgAGdnZ6SkpGDkyJHV2ty7dy9u374tJn9V+xkwYAA0NTUV9vPxxx/j77//RocOHWBqaoqDBw/Cy8sLP//8MwIDA1FWVoZJkyZh06ZNUFdXf+IYlJSUoKSkRHxfVFT0xG2IiIioeWrQpcYqly9fxo8//ogHDx4AeDS3qj7y8/NRUVEBY2NjhXJjY2Pk5uYq3SY3N7fW+Kqf9Wlz48aN8Pb2xgsvvPDE/VTVyWQy7NixA/Pnz0ePHj3Qu3dvvPPOO1iyZAk8PT0hl8vh5uaGrl271nrma/HixTAwMBBf5ubmNcYSERHV15w5/7xI9Rp0xuv27dt44403cPjwYchkMly6dAmdO3dGUFAQ2rZt26ye13jjxg38+OOP2LFjR723dXd3V5iMf/HiRWzZsgUZGRkYMGAAQkND8eqrr6Jnz54YMGAA7O3tq7URERGhcAavqKiIyRcREVEL1aAzXtOnT4eGhgays7Ohra0tlo8YMQLx8fF1bsfQ0BDq6urIy8tTKM/Ly1OYg/U4ExOTWuOrfta1zbi4OLRv3x5+fn512s/j+/i3d999FytWrEBlZSUyMjIwfPhwGBkZwcPDA0eOHFG6jZaWFvT19RVeRERE1DI1KPE6ePAgPv74Y4VLcwBgbW1dr+UTNDU14ejoiMTERLGssrISiYmJcHFxUbqNi4uLQjzwaFmHqngrKyuYmJgoxBQVFSE1NbVam4IgIC4uDgEBAdDQ0Ki2n6NHj6KsrExhP127dkXbtm2r9Wvjxo1o164d/Pz8UFFRAQDitmVlZWIZERERPb8alHgVFxcrnOmqUlBQAC0trXq1FRYWhs8++wxffPEFsrKyMGnSJBQXF4sT3QMCAhQm34eGhiI+Ph4rVqzA+fPnMWfOHJw6dQohISEAHt1VOW3aNCxYsAB79+7FmTNnEBAQADMzM/j7+yvs+9ChQ7h69SrGjRtXrV9vvvkmNDU1ERQUhHPnzmH79u1YvXq10uUybt26hQULFmDt2rUAgLZt26Jbt26Ijo5GSkoKEhMT4ebmVq9xISIiopanQXO8/vOf/2DLli2YP38+gEfJTmVlJZYuXQpPT896tTVixAj89ddfmD17NnJzc+Hg4ID4+HhxInt2djbU1P7JD11dXbF161ZERkbiww8/hLW1Nfbs2YOePXuKMe+//z6Ki4sxYcIE3LlzB+7u7oiPj4dcLlfY98aNG+Hq6gpbW9tq/TIwMMDBgwcRHBwMR0dHGBoaYvbs2ZgwYUK12NDQUMyYMQNmZmZi2ebNmxEYGIg1a9YgPDwcTk5O9RoXIiIianlkQn1vRcSjtbtefvll9OnTB4cOHYKfnx/OnTuHgoICHDt2DC+++GJT9PW5UFRUBAMDAxQWFnK+F5FU6nK7F28Jk0ZjjXMz/Lyk6HIzHJZmo65/vxt0qbFnz564ePEi3N3dMXToUBQXF+P1119HRkYGky4iIiKiGjToUiPw6FLcRx991Jh9ISIiImrRGpR4xcXFQVdXF8OHD1co37lzJ+7fv4/AwMBG6RwREbUgz/F1rscPXZXDULXv5/ijULkGXWpcvHgxDA0Nq5UbGRlh0aJFT90pIiIiopaoQYlXdnY2rKysqpVbWFggOzv7qTtFRERE1BI1KPEyMjLC6dOnq5X/+uuvaN++/VN3ioiIiKglalDiNWrUKEydOhWHDx9GRUUFKioqcOjQIYSGhmLkyJGN3UciIiKiFqFBk+vnz5+Pa9eu4eWXX0arVo+aqKysREBAAOd4EREREdWg3omXIAjIzc3F5s2bsWDBAmRmZqJ169aws7ODhYVFU/SRiIiIqEVoUOLVpUsXnDt3DtbW1rC2tm6KfhERERG1OPWe46WmpgZra2vcvn27KfpDRERE1GI1aI7XkiVLEB4ejvXr1ys8nJqI6JnTUleK5PMlmy1+LM+3BiVeAQEBuH//Pnr16gVNTU20bt1aob6goKBROkdERETUkjQo8YqOjm7kbhARERG1fA1KvPgsRiIiIqL6a9ACqgBw5coVREZGYtSoUbh16xYA4IcffsC5c+carXNERERELUmDEq8jR47Azs4Oqamp2L17N+7duwfg0SODoqKiGrWDRERERC1FgxKvmTNnYsGCBUhISICmpqZY/tJLL+H48eON1jkiIiKilqRBideZM2fwf//3f9XKjYyMkJ+f/9SdIiIiImqJGpR4tWnTBjdv3qxWnpGRgY4dOz51p4iIiIhaogbd1Thy5Eh88MEH2LlzJ2QyGSorK3Hs2DG89957CAgIaOw+EhERNUuNvVjqwKQnN5g0sJF3So2qQWe8Fi1ahG7duqFTp064d+8eunfvjgEDBsDV1RWRkZGN3UciIiKiFqFeZ7wqKyuxbNky7N27F6WlpRgzZgyGDRuGe/fuoXfv3nxgNhEREVEt6pV4LVy4EHPmzIGXlxdat26NrVu3QhAEbNq0qan6R0RERNRi1OtS45YtW/DJJ5/gxx9/xJ49e/C///0PX3/9NSorK5uqf0REREQtRr0Sr+zsbAwePFh87+XlBZlMhpycnEbvGBEREVFLU6/Eq7y8HHK5XKFMQ0MDZWVljdopIiIiopaoXnO8BEHA22+/DS0tLbHs4cOHmDhxInR0dMSy3bt3N14PiYiIiFqIeiVegYGB1creeuutRusMERERUUtWr8QrLi6uqfpBRETUPNWySurApEc/pVzUtC6LrAJ1iaGm0KAFVImIiIio/ph4EREREUmEiRcRERGRRJh4EREREUnkmUi8YmJiYGlpCblcDmdnZ5w4caLW+J07d8LW1hZyuRx2dnY4cOCAQr0gCJg9ezZMTU3RunVreHl54dKlSwoxlpaWkMlkCq8lS5aI9RcuXICnpyeMjY0hl8vRuXNnREZGKqxZlpCQABsbG+jr62PMmDEoLS0V6woLC2FjY4Pr168/zdAQERFRC6LyxGv79u0ICwtDVFQU0tPT0atXL3h7e+PWrVtK45OTkzFq1CgEBQUhIyMD/v7+8Pf3x9mzZ8WYpUuXYs2aNYiNjUVqaip0dHTg7e2Nhw8fKrQ1b9483Lx5U3xNmTJFrNPQ0EBAQAAOHjyICxcuIDo6Gp999hmioqIAPHpg+JtvvomJEyciJSUFp06dwoYNG8TtZ86ciYkTJ8LCwqIxh4uIiIiasXotJ9EUVq5cifHjx2Ps2LEAgNjYWOzfvx+bNm3CzJkzq8WvXr0aPj4+CA8PBwDMnz8fCQkJWLduHWJjYyEIAqKjoxEZGYmhQ4cCePSMSWNjY+zZswcjR44U29LT04OJiYnSfnXu3BmdO3cW31tYWCApKQk///wzACA/Px/5+fmYPHky5HI5/Pz8kJWVBeBRcnjy5EmsW7euEUaIiIiIWgqVnvEqLS1FWloavLy8xDI1NTV4eXkhJSVF6TYpKSkK8QDg7e0txl+9ehW5ubkKMQYGBnB2dq7W5pIlS9C+fXv07t0by5YtQ3l5eY19vXz5MuLj4+Hh4QEA6NChA0xNTXHw4EHcv38fP//8M+zt7VFWVoZJkybh008/hbq6+hPHoKSkBEVFRQovIiIiaplUesYrPz8fFRUVMDY2Vig3NjbG+fPnlW6Tm5urND43N1esryqrKQYApk6dij59+qBdu3ZITk5GREQEbt68iZUrVyps5+rqivT0dJSUlGDChAmYN28eAEAmk2HHjh2YPn06QkNDMXjwYLzzzjtYsmQJPD09IZfL4ebmhvz8fEyZMgUhISFKj2fx4sWYO3fuk4aKiKj+alnYs9Hbaax9Sekp+5yU9M+/Bw5UXk70byq/1KgqYWFh4r/t7e2hqamJd999F4sXL1Z4FuX27dtx9+5d/PrrrwgPD8fy5cvx/vvvAwDc3d1x8uRJMfbixYvYsmULMjIyMGDAAISGhuLVV19Fz549MWDAANjb21frR0REhEJfioqKYG5u3hSHTERERCqm0sTL0NAQ6urqyMvLUyjPy8urce6ViYlJrfFVP/Py8mBqaqoQ4+DgUGNfnJ2dUV5ejmvXrqFr165ieVUS1L17d1RUVGDChAmYMWOG0suI7777LlasWIHKykpkZGRg+PDh0NbWhoeHB44cOaI08dLS0lJI9IiIiKjlUukcL01NTTg6OiIxMVEsq6ysRGJiIlxcXJRu4+LiohAPPFrWoSreysoKJiYmCjFFRUVITU2tsU0AyMzMhJqaGoyMjGqMqaysRFlZGSorK6vVbdy4Ee3atYOfnx8qKioAQFx6oqysTCwjIiKi55fKLzWGhYUhMDAQffv2Rb9+/RAdHY3i4mLxLseAgAB07NgRixcvBgCEhobCw8MDK1asgK+vL7Zt26awlINMJsO0adOwYMECWFtbw8rKCrNmzYKZmRn8/f0BPJqgn5qaCk9PT+jp6SElJQXTp0/HW2+9hbZt2wIAvv76a2hoaMDOzg5aWlo4deoUIiIiMGLECGhoaCgcw61bt7BgwQIcO3YMANC2bVt069YN0dHRGDRoEBITE/HRRx9JMZxERET0DFN54jVixAj89ddfmD17NnJzc+Hg4ID4+Hhxcnx2djbU1P45Mefq6oqtW7ciMjISH374IaytrbFnzx707NlTjHn//fdRXFyMCRMm4M6dO3B3d0d8fDzkcjmAR5f3tm3bhjlz5qCkpARWVlaYPn26wlyrVq1a4eOPP8bFixchCAIsLCwQEhKC6dOnVzuG0NBQzJgxA2ZmZmLZ5s2bERgYiDVr1iA8PBxOTk6NPnZERETUvMgEQRBU3Qn6R1FREQwMDFBYWAh9fX1Vd4eo+ZPyzj4pSdmf5nhXowR9rs9djUkDn25f4n6Snq126B91/fut8pXriYiIiJ4XTLyIiIiIJKLyOV5ERESN7lm79PmsaY6Xj1sInvEiIiIikggTLyIiIiKJMPEiIiIikggTLyIiIiKJMPEiIiIikggTLyIiIiKJMPEiIiIikggTLyIiIiKJcAFVIiIpcVFKesbU9MxJaho840VEREQkESZeRERERBJh4kVEREQkESZeRERERBJh4kVEREQkESZeRERERBJh4kVEREQkESZeRERERBLhAqpE9Gyqy0KjXIxUGhznpzYwac4TY5IGPjmGmj+e8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIolwAVUikh4X5CRqGbjQcb3xjBcRERGRRJh4EREREUmEiRcRERGRRJh4EREREUnkmUi8YmJiYGlpCblcDmdnZ5w4caLW+J07d8LW1hZyuRx2dnY4cOCAQr0gCJg9ezZMTU3RunVreHl54dKlSwoxfn5+6NSpE+RyOUxNTTFmzBjk5OSI9deuXYNMJqv2On78uBiTkJAAGxsb6OvrY8yYMSgtLRXrCgsLYWNjg+vXrz/N0BAREVELovLEa/v27QgLC0NUVBTS09PRq1cveHt749atW0rjk5OTMWrUKAQFBSEjIwP+/v7w9/fH2bNnxZilS5dizZo1iI2NRWpqKnR0dODt7Y2HDx+KMZ6entixYwcuXLiAXbt24cqVK/jvf/9bbX8//fQTbt68Kb4cHR0BAJWVlXjzzTcxceJEpKSk4NSpU9iwYYO43cyZMzFx4kRYWFg01lARERFRM6fyxGvlypUYP348xo4di+7duyM2Nhba2trYtGmT0vjVq1fDx8cH4eHh6NatG+bPn48+ffpg3bp1AB6d7YqOjkZkZCSGDh0Ke3t7bNmyBTk5OdizZ4/YzvTp09G/f39YWFjA1dUVM2fOxPHjx1FWVqawv/bt28PExER8aWhoAADy8/ORn5+PyZMno0ePHvDz80NWVhaAR8nhyZMnERoa2gQjRkRERM2VShOv0tJSpKWlwcvLSyxTU1ODl5cXUlJSlG6TkpKiEA8A3t7eYvzVq1eRm5urEGNgYABnZ+ca2ywoKMDXX38NV1dXMbGq4ufnByMjI7i7u2Pv3r1ieYcOHWBqaoqDBw/i/v37+Pnnn2Fvb4+ysjJMmjQJn376KdTV1Z84BiUlJSgqKlJ4ERERUcuk0gVU8/PzUVFRAWNjY4VyY2NjnD9/Xuk2ubm5SuNzc3PF+qqymmKqfPDBB1i3bh3u37+P/v37Y9++fWKdrq4uVqxYATc3N6ipqWHXrl3w9/fHnj174OfnB5lMhh07dmD69OkIDQ3F4MGD8c4772DJkiXw9PSEXC6Hm5sb8vPzMWXKFISEhCg9nsWLF2Pu3Ll1GK3nFBfno2cFv4tUi6QkVfeAmovneuX68PBwBAUF4fr165g7dy4CAgKwb98+yGQyGBoaIiwsTIx1cnJCTk4Oli1bBj8/PwCAu7s7Tp48KcZcvHgRW7ZsQUZGBgYMGIDQ0FC8+uqr6NmzJwYMGAB7e/tqfYiIiFDYT1FREczNzZvwqImIiEhVVJp4GRoaQl1dHXl5eQrleXl5MDExUbqNiYlJrfFVP/Py8mBqaqoQ4+DgUG3/hoaGsLGxQbdu3WBubo7jx4/DxcVF6b6dnZ2RkJBQ4/G8++67WLFiBSorK5GRkYHhw4dDW1sbHh4eOHLkiNLES0tLC1paWjW2SURERC2HSud4aWpqwtHREYmJiWJZZWUlEhMTa0x+XFxcFOKBR8s6VMVbWVnBxMREIaaoqAipqak1tlm1X+DRnKuaZGZmKiRzj9u4cSPatWsHPz8/VFRUAIA4Ub+srEwsIyIioueXyi81hoWFITAwEH379kW/fv0QHR2N4uJijB07FgAQEBCAjh07YvHixQCA0NBQeHh4YMWKFfD19cW2bdsUlnKQyWSYNm0aFixYAGtra1hZWWHWrFkwMzODv78/ACA1NRUnT56Eu7s72rZtiytXrmDWrFl48cUXxeTsiy++gKamJnr37g0A2L17NzZt2oTPP/+82jHcunULCxYswLFjxwAAbdu2Rbdu3RAdHY1BgwYhMTERH330UZOOIxERET37VJ54jRgxAn/99Rdmz56N3NxcODg4ID4+Xpwcn52dDTW1f07Mubq6YuvWrYiMjMSHH34Ia2tr7NmzBz179hRj3n//fRQXF2PChAm4c+cO3N3dER8fD7lcDgDQ1tbG7t27ERUVheLiYpiamsLHxweRkZEKl/3mz5+P69evo1WrVrC1tcX27duVrvUVGhqKGTNmwMzMTCzbvHkzAgMDsWbNGoSHh8PJyanRx46IiIiaF5UnXgAQEhJS411/SUpuFRk+fDiGDx9eY3symQzz5s3DvHnzlNbb2dnh0KFDtfYpMDAQgYGBtcZU+eabb6qV9evXT1zXi4iIiAh4BhZQJSIiInpeMPEiIiIiksgzcamRiIjoWfP4TJeBA1XVi6ZRlwVfq9YD5rrAjYtnvIiIiIgkwsSLiIiISCJMvIiIiIgkwsSLiIiISCJMvIiIiIgkwsSLiIiISCJMvIiIiIgkwsSLiIiISCJMvIiIiIgkwpXriVSlLstBc8loIpKQwmr9mPOobOBjZY/9mxqGZ7yIiIiIJMLEi4iIiEgiTLyIiIiIJMLEi4iIiEgiTLyIiIiIJMLEi4iIiEgiTLyIiIiIJMLEi4iIiEgiXECViKixcMHbFqtqYVEuIKqcwsKrA1XVi+aBZ7yIiIiIJMLEi4iIiEgiTLyIiIiIJMLEi4iIiEgiTLyIiIiIJMLEi4iIiEgiTLyIiIiIJMLEi4iIiEgiXECVVIeLTTY/z9pn9qz1h6iF40KpT49nvIiIiIgkwsSLiIiISCJMvIiIiIgkovLEKyYmBpaWlpDL5XB2dsaJEydqjd+5cydsbW0hl8thZ2eHAwcOKNQLgoDZs2fD1NQUrVu3hpeXFy5duqQQs3DhQri6ukJbWxtt2rRRup+TJ0/i5ZdfRps2bdC2bVt4e3vj119/FeuvXbuGAQMGQEdHBwMGDMC1a9cUtn/ttdewa9euug8EERERtXgqTby2b9+OsLAwREVFIT09Hb169YK3tzdu3bqlND45ORmjRo1CUFAQMjIy4O/vD39/f5w9e1aMWbp0KdasWYPY2FikpqZCR0cH3t7eePjwoRhTWlqK4cOHY9KkSUr3c+/ePfj4+KBTp05ITU3FL7/8Aj09PXh7e6OsrAwAMGPGDHTs2BGZmZkwNTXFe++9p3BcampqGDZsWGMMExEREbUQKk28Vq5cifHjx2Ps2LHo3r07YmNjoa2tjU2bNimNX716NXx8fBAeHo5u3bph/vz56NOnD9atWwfg0dmu6OhoREZGYujQobC3t8eWLVuQk5ODPXv2iO3MnTsX06dPh52dndL9nD9/HgUFBZg3bx66du2KHj16ICoqCnl5ebh+/ToAICsrC4GBgbC2tsbbb7+NrKwsAMCdO3cQGRmJmJiYRhwpIiIiaglUlniVlpYiLS0NXl5e/3RGTQ1eXl5ISUlRuk1KSopCPAB4e3uL8VevXkVubq5CjIGBAZydnWtsU5muXbuiffv22LhxI0pLS/HgwQNs3LgR3bp1g6WlJQCgV69e+Omnn1BZWYmDBw/C3t4eABAeHo7g4GCYm5vXeX9ERET0fFBZ4pWfn4+KigoYGxsrlBsbGyM3N1fpNrm5ubXGV/2sT5vK6OnpISkpCV999RVat24NXV1dxMfH44cffkCrVo+WPlu+fDnOnz8PS0tLXLp0CcuXL8fRo0eRmZmJgIAAvPHGG+jcuTMmTpyI0tLSGvdVUlKCoqIihRcRERG1TFxAVYkHDx4gKCgIbm5u+Oabb1BRUYHly5fD19cXJ0+eROvWrdGxY0fs27dP3KakpATe3t744osvsGDBAujp6eHChQvw8fHBp59+iilTpijd1+LFizF37lypDq1l4iKaRFSLxlz08/G2GtvApDlN17iEqsaIC6wqp7IzXoaGhlBXV0deXp5CeV5eHkxMTJRuY2JiUmt81c/6tKnM1q1bce3aNcTFxcHJyQn9+/fH1q1bcfXqVXz//fdKt1m0aBEGDRoER0dHJCUlYdiwYdDQ0MDrr7+OpFr+S42IiEBhYaH4+uOPP+rcTyIiImpeVJZ4aWpqwtHREYmJiWJZZWUlEhMT4eLionQbFxcXhXgASEhIEOOtrKxgYmKiEFNUVITU1NQa21Tm/v37UFNTg0wmE8uq3ldWVlaLz8rKwtatWzF//nwAQEVFhXj3Y1lZGSoqKmrcl5aWFvT19RVeRERE1DKp9K7GsLAwfPbZZ/jiiy+QlZWFSZMmobi4GGPHjgUABAQEICIiQowPDQ1FfHw8VqxYgfPnz2POnDk4deoUQkJCAAAymQzTpk3DggULsHfvXpw5cwYBAQEwMzODv7+/2E52djYyMzORnZ2NiooKZGZmIjMzE/fu3QMAvPLKK/j7778RHByMrKwsnDt3DmPHjkWrVq3g6empcAyCIGDChAlYtWoVdHR0AABubm747LPPkJWVhS1btsDNza0ph5GIiIiaCZXO8RoxYgT++usvzJ49G7m5uXBwcEB8fLw4OT47Oxtqav/khq6urti6dSsiIyPx4YcfwtraGnv27EHPnj3FmPfffx/FxcWYMGEC7ty5A3d3d8THx0Mul4sxs2fPxhdffCG+7927NwDg8OHDGDhwIGxtbfG///0Pc+fOhYuLC9TU1NC7d2/Ex8fD1NRU4Rg2bNgAY2NjvPbaa2LZnDlz8Oabb8LZ2Rk+Pj4IDg5u3IEjIiKiZkkmCIKg6k7QP4qKimBgYIDCwsKWf9mRk+Kf7Fkbo2etP0R10NDJ9U05kb4leHwslY2VWP+c/N6o699vlT8yiIiIiOh5wcSLiIiISCJMvIiIiIgkwgVUiZ5ljTU34jmZY0FUpab5WY25mCrVkZS/f5rB7zqe8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIolwAVWqv7osUNcMFrGjf+FnRs+ZqsVUn/SwZ1KOY9UwPONFREREJBEmXkREREQSYeJFREREJBEmXkREREQSYeJFREREJBEmXkREREQSYeJFREREJBEmXkREREQS4QKqRM8DLo5KLZiyhVBJ9R5fYJWfzT94xouIiIhIIky8iIiIiCTCxIuIiIhIIky8iIiIiCTCxIuIiIhIIky8iIiIiCTCxIuIiIhIIky8iIiIiCTCBVSfJ1xEk4hUpC6LadZnwc3HY2srq4uGbkd196TPttEWW63L3zkV/y3kGS8iIiIiiTDxIiIiIpIIEy8iIiIiiTwTiVdMTAwsLS0hl8vh7OyMEydO1Bq/c+dO2NraQi6Xw87ODgcOHFCoFwQBs2fPhqmpKVq3bg0vLy9cunRJIaagoACjR4+Gvr4+2rRpg6CgINy7d08h5vTp0/jPf/4DuVwOc3NzLF26VKE+ISEBNjY20NfXx5gxY1BaWirWFRYWwsbGBtevX2/IkBAREVELpPLEa/v27QgLC0NUVBTS09PRq1cveHt749atW0rjk5OTMWrUKAQFBSEjIwP+/v7w9/fH2bNnxZilS5dizZo1iI2NRWpqKnR0dODt7Y2HDx+KMaNHj8a5c+eQkJCAffv24ejRo5gwYYJYX1RUhEGDBsHCwgJpaWlYtmwZ5syZgw0bNgAAKisr8eabb2LixIlISUnBqVOnxDoAmDlzJiZOnAgLC4vGHjIiIiJqplSeeK1cuRLjx4/H2LFj0b17d8TGxkJbWxubNm1SGr969Wr4+PggPDwc3bp1w/z589GnTx+sW7cOwKOzXdHR0YiMjMTQoUNhb2+PLVu2ICcnB3v27AEAZGVlIT4+Hp9//jmcnZ3h7u6OtWvXYtu2bcjJyQEAfP311ygtLcWmTZvQo0cPjBw5ElOnTsXKlSsBAPn5+cjPz8fkyZPRo0cP+Pn5ISsrC8Cj5PDkyZMIDQ1t4tEjIiKi5kSliVdpaSnS0tLg5eUllqmpqcHLywspKSlKt0lJSVGIBwBvb28x/urVq8jNzVWIMTAwgLOzsxiTkpKCNm3aoG/fvmKMl5cX1NTUkJqaKsYMGDAAmpqaCvu5cOEC/v77b3To0AGmpqY4ePAg7t+/j59//hn29vYoKyvDpEmT8Omnn0JdXf0pR4iIiIhaEpWu45Wfn4+KigoYGxsrlBsbG+P8+fNKt8nNzVUan5ubK9ZXldUWY2RkpFDfqlUrtGvXTiHGysqqWhtVdW3btsWOHTswffp0hIaGYvDgwXjnnXewZMkSeHp6Qi6Xw83NDfn5+ZgyZQpCQkKUHk9JSQlKSkrE94WFhQAeXepsdI/tp8nVpf9S9oeIVKq4/J9/F9Xwn35dYpTFUvOi7LOtz2f/9B1ogr+v+OfvtiAItcZxAdWn4O7ujpMnT4rvL168iC1btiAjIwMDBgxAaGgoXn31VfTs2RMDBgyAvb19tTYWL16MuXPnVis3Nzdv0r43uSVLVN0DInpWHWukGGqenvTZNvVn38R/n+7evQsDA4Ma61WaeBkaGkJdXR15eXkK5Xl5eTAxMVG6jYmJSa3xVT/z8vJgamqqEOPg4CDG/Hvyfnl5OQoKChTaUbafx/fxb++++y5WrFiByspKZGRkYPjw4dDW1oaHhweOHDmiNPGKiIhAWFiY+L6yshIFBQVo3749ZDKZ0v20dEVFRTA3N8cff/wBfX19VXdHJTgGHIMqHAeOAcAxqPIsj4MgCLh79y7MzMxqjVNp4qWpqQlHR0ckJibC398fwKPEIzExscZLcy4uLkhMTMS0adPEsoSEBLi4uAAArKysYGJigsTERDHRKioqQmpqKiZNmiS2cefOHaSlpcHR0REAcOjQIVRWVsLZ2VmM+eijj1BWVgYNDQ1xP127dkXbtm2r9Wvjxo1o164d/Pz88PfffwMAysrKxJ8VFRVKj0dLSwtaWloKZW3atKlt2J4b+vr6z9x/WFLjGHAMqnAcOAYAx6DKszoOtZ3pEgkqtm3bNkFLS0vYvHmz8NtvvwkTJkwQ2rRpI+Tm5gqCIAhjxowRZs6cKcYfO3ZMaNWqlbB8+XIhKytLiIqKEjQ0NIQzZ86IMUuWLBHatGkjfP/998Lp06eFoUOHClZWVsKDBw/EGB8fH6F3795Camqq8MsvvwjW1tbCqFGjxPo7d+4IxsbGwpgxY4SzZ88K27ZtE7S1tYVPP/202jHk5eUJlpaWwp9//imWdevWTZgzZ46QnJws6OrqCidOnGjUcWvJCgsLBQBCYWGhqruiMhwDjkEVjgPHQBA4BlVawjioPPESBEFYu3at0KlTJ0FTU1Po16+fcPz4cbHOw8NDCAwMVIjfsWOHYGNjI2hqago9evQQ9u/fr1BfWVkpzJo1SzA2Nha0tLSEl19+Wbhw4YJCzO3bt4VRo0YJurq6gr6+vjB27Fjh7t27CjG//vqr4O7uLmhpaQkdO3YUlixZorT/I0eOFNauXatQlpqaKtja2grt2rUT5s6dW98hea61hP+wnhbHgGNQhePAMRAEjkGVljAOz0TiRfS4hw8fClFRUcLDhw9V3RWV4RhwDKpwHDgGgsAxqNISxkEmCE+475GIiIiIGoXKV64nIiIiel4w8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvktzChQvh6uoKbW1tpYvF/vrrrxg1ahTMzc3RunVrdOvWDatXr35iu5aWlpDJZAqvJc/oo4ueNAYAkJ2dDV9fX2hra8PIyAjh4eEoL6/9AXUFBQUYPXo09PX10aZNGwQFBeHevXtNcASNLykpqdrnV/V6/NFc/zZw4MBq8RMnTpSw542rId/jhw8fIjg4GO3bt4euri6GDRtW7ckbzcm1a9cQFBQEKysrtG7dGi+++CKioqJQWlpa63bN/bsQExMDS0tLyOVyODs748SJE7XG79y5E7a2tpDL5bCzs8OBAwck6mnTWLx4MZycnKCnpwcjIyP4+/vjwoULtW6zefPmap+5XC6XqMcNw2c1kuRKS0sxfPhwuLi4YOPGjdXq09LSYGRkhK+++grm5uZITk7GhAkToK6uXuMTDarMmzcP48ePF9/r6ek1ev8bw5PGoKKiAr6+vjAxMUFycjJu3ryJgIAAaGhoYNGiRTW2O3r0aNy8eRMJCQkoKyvD2LFjMWHCBGzdurUpD6dRuLq64ubNmwpls2bNQmJiIvr27VvrtuPHj8e8efPE99ra2k3SR6nU93s8ffp07N+/Hzt37oSBgQFCQkLw+uuv49ix5vnAw/Pnz6OyshKffvopunTpgrNnz2L8+PEoLi7G8uXLa922uX4Xtm/fjrCwMMTGxsLZ2RnR0dHw9vbGhQsXYGRkVC0+OTkZo0aNwuLFi/Haa69h69at8Pf3R3p6Onr27KmCI3h6R44cQXBwMJycnFBeXo4PP/wQgwYNwm+//QYdHZ0at9PX11dI0J75x+2pej0Len7FxcUJBgYGdYqdPHmy4OnpWWuMhYWFsGrVqqfvmIRqGoMDBw4Iampq4hMcBEEQ1q9fL+jr6wslJSVK2/rtt98EAMLJkyfFsh9++EGQyWQKT1VoLkpLS4UOHToI8+bNqzXOw8NDCA0NlaZTEqjv9/jOnTuChoaGsHPnTrEsKytLACCkpKQ0QQ9VY+nSpYKVlVWtMc35u9CvXz8hODhYfF9RUSGYmZkJixcvVhr/xhtvCL6+vgplzs7Owrvvvtuk/ZTSrVu3BADCkSNHaoypz9+RZwUvNVKzUFhYiHbt2j0xbsmSJWjfvj169+6NZcuWPfHS3LMqJSUFdnZ2MDY2Fsu8vb1RVFSEc+fO1bhNmzZtFM4OeXl5QU1NDampqU3e58a2d+9e3L59G2PHjn1i7Ndffw1DQ0P07NkTERERuH//vgQ9bDr1+R6npaWhrKwMXl5eYpmtrS06deqElJQUKboribr+DmiO34XS0lKkpaUpfIZqamrw8vKq8TNMSUlRiAce/Y5oaZ85gCd+7vfu3YOFhQXMzc0xdOjQGn9HPit4qZGeecnJydi+fTv2799fa9zUqVPRp08ftGvXDsnJyYiIiMDNmzexcuVKiXraeHJzcxWSLgDi+9zc3Bq3+fcliVatWqFdu3Y1bvMs27hxI7y9vfHCCy/UGvfmm2/CwsICZmZmOH36ND744ANcuHABu3fvlqinjau+3+Pc3FxoampWmytobGzcLD93ZS5fvoy1a9c+8TJjc/0u5Ofno6KiQul/8+fPn1e6TU2/I1rKZ15ZWYlp06bBzc2t1kunXbt2xaZNm2Bvb4/CwkIsX74crq6uOHfu3BN/d6iMqk+5UcvwwQcfCABqfWVlZSlsU5dTxGfOnBEMDQ2F+fPn17tPGzduFFq1aiXZoyUacwzGjx8vDBo0SKGsuLhYACAcOHBA6f4XLlwo2NjYVCvv0KGD8MknnzT8wJ5SQ8bljz/+ENTU1IRvv/223vtLTEwUAAiXL19urEN4ag0ZgypP+h5//fXXgqamZrVyJycn4f3332/U43haDRmHGzduCC+++KIQFBRU7/09i98FZf78808BgJCcnKxQHh4eLvTr10/pNhoaGsLWrVsVymJiYgQjI6Mm66eUJk6cKFhYWAh//PFHvbYrLS0VXnzxRSEyMrKJevb0eMaLGsWMGTPw9ttv1xrTuXPnerX522+/4eWXX8aECRMQGRlZ7z45OzujvLwc165dQ9euXeu9fX015hiYmJhUu6Op6i41ExOTGre5deuWQll5eTkKCgpq3EYKDRmXuLg4tG/fHn5+fvXen7OzM4BHZ0lefPHFem/fFJ7mu/Gk77GJiQlKS0tx584dhbNeeXl5Kv3clanvOOTk5MDT0xOurq7YsGFDvff3LH4XlDE0NIS6unq1O1Fr+wxNTEzqFd+chISEYN++fTh69Gi9z1ppaGigd+/euHz5chP17ukx8aJG0aFDB3To0KHR2jt37hxeeuklBAYGYuHChQ1qIzMzE2pqakrvCGoKjTkGLi4uWLhwIW7duiX2PyEhAfr6+ujevXuN29y5cwdpaWlwdHQEABw6dAiVlZXiHyBVqO+4CIKAuLg48S7O+srMzAQAmJqa1nvbpvI0340nfY8dHR2hoaGBxMREDBs2DABw4cIFZGdnw8XFpcF9bgr1GYc///wTnp6ecHR0RFxcHNTU6j8l+Vn8LiijqakJR0dHJCYmwt/fH8CjS22JiYk13snt4uKCxMRETJs2TSxLSEh45j7z+hAEAVOmTMF3332HpKQkWFlZ1buNiooKnDlzBoMHD26CHjYSVZ9yo+fP9evXhYyMDGHu3LmCrq6ukJGRIWRkZAh3794VBOHR5cUOHToIb731lnDz5k3xdevWLbGN1NRUoWvXrsKNGzcEQRCE5ORkYdWqVUJmZqZw5coV4auvvhI6dOggBAQEqOQYn+RJY1BeXi707NlTGDRokJCZmSnEx8cLHTp0ECIiIsQ2/j0GgiAIPj4+Qu/evYXU1FThl19+EaytrYVRo0ZJfnxP46effqrx0tuNGzeErl27CqmpqYIgCMLly5eFefPmCadOnRKuXr0qfP/990Lnzp2FAQMGSN3tRlGX7/G/x0AQHl2W6dSpk3Do0CHh1KlTgouLi+Di4qKKQ2gUN27cELp06SK8/PLLwo0bNxR+Dzwe05K+C9u2bRO0tLSEzZs3C7/99pswYcIEoU2bNuKdzWPGjBFmzpwpxh87dkxo1aqVsHz5ciErK0uIiooSNDQ0hDNnzqjqEJ7apEmTBAMDAyEpKUnhM79//74Y8+9xmDt3rvDjjz8KV65cEdLS0oSRI0cKcrlcOHfunCoOoU6YeJHkAgMDlc7tOHz4sCAIghAVFaW03sLCQmzj8OHDAgDh6tWrgiAIQlpamuDs7CwYGBgIcrlc6Natm7Bo0SLJ5nfV15PGQBAE4dq1a8Krr74qtG7dWjA0NBRmzJghlJWVifX/HgNBEITbt28Lo0aNEnR1dQV9fX1h7NixYjLXXIwaNUpwdXVVWnf16lWFccrOzhYGDBggtGvXTtDS0hK6dOkihIeHC4WFhRL2uPHU5Xv87zEQBEF48OCBMHnyZKFt27aCtra28H//938KSUpzExcXV+McsCot8buwdu1aoVOnToKmpqbQr18/4fjx42Kdh4eHEBgYqBC/Y8cOwcbGRtDU1BR69Ogh7N+/X+IeN66aPvO4uDgx5t/jMG3aNHHMjI2NhcGDBwvp6enSd74eZIIgCE1+Wo2IiIiI+MggIiIiIqkw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIiIiIokw8SIiIiKSCBMvIqIGGDJkCHx8fJTW/fzzz5DJZDh9+jSmTp0KR0dHaGlpwcHBQWm8IAhYvnw5bGxsoKWlhY4dOzb4GaVE9GzjQ7KJiBogKCgIw4YNw40bN/DCCy8o1MXFxaFv376wt7cHALzzzjtITU3F6dOnlbYVGhqKgwcPYvny5bCzs0NBQQEKCgqa/BiISHp8ZBARUQOUl5fjhRdeQEhICCIjI8Xye/fuwdTUFMuWLcPEiRPF8jlz5mDPnj3IzMxUaCcrKwv29vY4e/YsunbtKlX3iUhFeKmRiKgBWrVqhYCAAGzevBmP///rzp07UVFRgVGjRtWpnf/973/o3Lkz9u3bBysrK1haWmLcuHE840XUQjHxIiJqoHfeeQdXrlzBkSNHxLK4uDgMGzYMBgYGdWrj999/x/Xr17Fz505s2bIFmzdvRlpaGv773/82VbeJSIWYeBERNZCtrS1cXV2xadMmAMDly5fx888/IygoqM5tVFZWoqSkBFu2bMF//vMfDBw4EBs3bsThw4dx4cKFpuo6EakIEy8ioqcQFBSEXbt24e7du4iLi8OLL74IDw+POm9vamqKVq1awcbGRizr1q0bACA7O7vR+0tEqsXEi4joKbzxxhtQU1PD1q1bsWXLFrzzzjuQyWR13t7NzQ3l5eW4cuWKWHbx4kUAgIWFRaP3l4hUi3c1EhE9pXHjxmH37t0oKipCdnY2zMzMxLrLly/j3r17iI2NxeHDh7F9+3YAQPfu3aGpqYnKyko4OTlBV1cX0dHRqKysRHBwMPT19XHw4EFVHRIRNREmXkRETyklJQWurq4YPHgw9u/fr1A3cOBAhcn3Va5evQpLS0sAQE5ODqZMmYKDBw9CR0cHr776KlasWIF27dpJ0X0ikhATLyIiIiKJcI4XERERkUSYeBERERFJhIkXERERkUSYeBERERFJhIkXERERkUSYeBERERFJhIkXERERkUSYeBERERFJhIkXERERkUSYeBERERFJhIkXERERkUSYeBERERFJ5P8BY4GURiD3kaMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3ERUVhaVLl0JLS6vC8hYtWlS5rra2NrZt2wYTExNcunQJEyZMgLa2NmbPng0AGDVqFLp164bvvvsOysrKSElJgYqKCgDAz88PRUVFOHnyJLS0tPDbb7+hefPmle4nLS0NWVlZcHd3F9t0dXXh4OCAuLg4jBgx4hVGoGoMXkRUv2pyMYiUF6dQk/bijxJ/rBqP33//HYIgwMrKqtbrBgUFif82MzPDZ599hp07d4rBKyMjA4GBgeK2X7weKyMjA0OHDkXXrl0BAO3atatyP1lZWQAAQ0NDuXZDQ0NxWUPgqUYiIiKqV4Ig1HndXbt2wdnZGUZGRmjevDmCgoKQkZEhLg8ICMD48ePh7u6O5cuX4+bNm+Ky6dOnY8mSJXB2dkZwcDAuXrz4Sp+jITB4ERERUb2ysLCATCbD1atXa7VeXFwcRo0ahUGDBuHQoUNITk7GvHnzUFRUJPYJCQnBlStX4OnpiWPHjqFTp074z3/+AwAYP348/vjjD4wePRqXLl1Cjx49sHbt2kr3ZWRkBADIzs6Wa8/OzhaXNQQGLyIiIqpXLVu2hIeHB9avX4+CgoIKyx8+fFjpemfOnIGpqSnmzZuHHj16wMLCArdu3arQz9LSEjNnzsTRo0fx/vvvY+vWreKytm3bYvLkydi3bx9mzZqFTZs2Vbovc3NzGBkZISYmRmzLz89HfHw8HB0da/mJa47Bi4iIiOrd+vXrUVpail69emHv3r24ceMGUlNTERYWVmWwsbCwQEZGBnbu3ImbN28iLCxMPJoFAE+fPsW0adMQGxuLW7du4fTp00hISIC1tTUAYMaMGThy5AjS0tKQlJSE48ePi8teJpPJMGPGDCxZsgQHDx7EpUuX4OPjAxMTE3h7e9f7eJTjxfVERERU79q1a4ekpCQsXboUs2bNwt27d9G6dWvY29vju+++q3QdLy8vzJw5E9OmTUNhYSE8PT0xf/58hPz/OyeUlZVx7949+Pj4IDs7G/r6+nj//fexcOFCAEBpaSn8/Pzw559/QkdHBwMGDMA333xTZY2zZ89GQUEBJk6ciIcPH8LFxQVRUVFQV1ev9/EoJxNe5Qo4qnf5+fnQ1dVFXl4edHR0FF0OUe3xrkaSUFO/q/HZs2dIS0uDubl5g4YBqpnqvh81/fvNU41EREREEmHwIiIiIpIIgxcRERGRRHhxPRERvZl4PSIpAI94EREREUmEwYuIiIhIIgxeRERERBJh8CIiIiKSCIMXERERkUQYvIiIiEhhZDIZ9u/fr+gyJMPpJIiIiF5HUk51Ucd9ZWVlYenSpfj5559x584dGBgYwM7ODjNmzEC/fv3qt8Y62LdvH8LDw5GYmIj79+8jOTkZdnZ2DbpPHvEiIiKiepeeng57e3scO3YMK1euxKVLlxAVFQU3Nzf4+fkpujwAQEFBAVxcXPDVV19Jtk8GLyIiIqp3U6dOhUwmw7lz5zB06FBYWlqic+fOCAgIwNmzZ6tc7/PPP4elpSU0NTXRrl07zJ8/H8XFxeLyCxcuwM3NDdra2tDR0YG9vT3Onz8PALh16xbee+896OnpQUtLC507d8bhw4er3Nfo0aOxYMECuLu7198H/wc81UhERET16v79+4iKisLSpUuhpaVVYXmLFi2qXFdbWxvbtm2DiYkJLl26hAkTJkBbWxuzZ88GAIwaNQrdunXDd999B2VlZaSkpEBFRQUA4Ofnh6KiIpw8eRJaWlr47bff0Lx58wb5jHXF4EVERPSC2NgX/h3CpwbVxe+//w5BEGBlZVXrdYOCgsR/m5mZ4bPPPsPOnTvF4JWRkYHAwEBx2xYWFmL/jIwMDB06FF27dgUAtGvX7lU+RoPgqUYiIiKqV4Ig1HndXbt2wdnZGUZGRmjevDmCgoKQkZEhLg8ICMD48ePh7u6O5cuX4+bNm+Ky6dOnY8mSJXB2dkZwcDAuXrz4Sp+jITB4ERERUb2ysLCATCbD1atXa7VeXFwcRo0ahUGDBuHQoUNITk7GvHnzUFRUJPYJCQnBlStX4OnpiWPHjqFTp074z3/+AwAYP348/vjjD4wePRqXLl1Cjx49sHbt2nr9bK+KwYuIiIjqVcuWLeHh4YH169ejoKCgwvKHDx9Wut6ZM2dgamqKefPmoUePHrCwsMCtW7cq9LO0tMTMmTNx9OhRvP/++9i6dau4rG3btpg8eTL27duHWbNmYdOmTfX2ueoDgxcRERHVu/Xr16O0tBS9evXC3r17cePGDaSmpiIsLAyOjo6VrmNhYYGMjAzs3LkTN2/eRFhYmHg0CwCePn2KadOmITY2Frdu3cLp06eRkJAAa2trAMCMGTNw5MgRpKWlISkpCcePHxeXVeb+/ftISUnBb7/9BgC4du0aUlJSkJWVVY8jIY/Bi4iIiOpdu3btkJSUBDc3N8yaNQtdunTBu+++i5iYGHz33XeVruPl5YWZM2di2rRpsLOzw5kzZzB//nxxubKyMu7duwcfHx9YWlriww8/xMCBA7Fw4UIAQGlpKfz8/GBtbY0BAwbA0tIS3377bZU1Hjx4EN26dYOnpycAYMSIEejWrRvCw8PrcSTkyYRXuQKunqxfvx4rV65EVlYWbG1tsXbtWvTq1avK/nv27MH8+fORnp4OCwsLfPXVVxg0aJC4vCYz0T579gyzZs3Czp07UVhYCA8PD3z77bcwNDQU+8hksgr7/vHHHzFixAgAQHJyMj755BPcuHEDbm5u2L59O1q2bAkAKCkpgYODA7777rtqP8vL8vPzoauri7y8POjo6NR4PaJGoya3gPE2MaonL/4o1frHqooV5O5q7Bui0B/XZ8+eIS0tDebm5lBXV1dcIQSg+u9HTf9+K/yI165duxAQEIDg4GAkJSXB1tYWHh4eyMnJqbT/mTNnMHLkSIwbNw7Jycnw9vaGt7c3Ll++LPapyUy0M2fOxH//+1/s2bMHJ06cQGZmJt5///0K/bZu3Yq7d++KL29vb3HZ+PHj8c477yApKQl5eXn48ssvxWWrVq2Cs7NzrUIXERERNW0Kn8dr9erVmDBhAnx9fQEA4eHh+Pnnn7FlyxbMmTOnQv81a9ZgwIABCAwMBAAsXrwY0dHRWLdunXhocPTo0QCeP66gMnl5edi8eTMiIyPxzjvvAHgesKytrXH27Fn07t1b7NuiRQsYGRlVup3U1FT88MMPsLS0xMiRI3Ho0CEAwB9//IHNmzcjMTGxDiNCRERETZVCj3gVFRUhMTFRbqp+JSUluLu7Iy4urtJ14uLiKkzt7+HhUWX/yiQmJqK4uFhuO1ZWVnj77bcrbMfPzw/6+vro1asXtmzZIjc3ia2tLaKjo1FSUoKYmBjY2NgAACZPnowVK1ZAW1u7xjURERFR06fQ4JWbm4vS0lK566oAwNDQsMo7CrKysmrVv6ptqKqqVnhkwcvbWbRoEXbv3o3o6GgMHToUU6dOlZsP5Pvvv8dPP/2E9u3bQ1VVFXPnzsWOHTugqamJnj17wsPDAx06dJCbhfdlhYWFyM/Pl3sRERFR06TwU42N2Yt3UnTr1g0FBQVYuXIlpk+fDgDo3LkzTpw4Ifa5d+8egoODcfLkSXz66adwcnLCvn370LNnTzg4OOC9996rsI9ly5aJd2MQEVHdvXwRfHXvX7f7OxrBfXCE+vk+KPSIl76+PpSVlZGdnS3Xnp2dXeV1VUZGRrXqX9U2ioqKKkzg9k/bcXBwwJ9//onCwsJKlwcEBGDGjBl46623EBsbi2HDhkFLSwuenp6IffE2mRfMnTsXeXl54uv27ds1/hxERNS0lT/8+cmTJwquhIC/vw/l35e6UOgRL1VVVdjb2yMmJka8W7CsrAwxMTGYNm1apes4OjoiJiYGM2bMENuio6OrnIytMvb29lBRUUFMTAyGDh0K4PmkaRkZGdVuJyUlBXp6elBTU6uwLCYmBqmpqeLsuaWlpSguLgYA8Wtl1NTUKt0eERGRsrIyWrRoId7pr6mpWelUR9SwBEHAkydPkJOTgxYtWkBZWbnO21L4qcaAgACMGTMGPXr0QK9evRAaGoqCggLxLkcfHx+0adMGy5YtAwD4+/ujT58+WLVqFTw9PbFz506cP38eGzduFLd5//59ZGRkIDMzE8DzUAU8P9JlZGQEXV1djBs3DgEBAWjZsiV0dHTw6aefwtHRUbyj8b///S+ys7PRu3dvqKurIzo6Gl9++SU+++yzCp/h2bNnmDZtGn788UcoKT0/iOjs7Iz169fDz88Pe/fuxerVqxtuEImIqMkqPxNT1TRLJJ3qZjqoKYUHr+HDh+Ovv/7CggULkJWVBTs7O0RFRYkX0GdkZIhhBgCcnJwQGRmJoKAgfPHFF7CwsMD+/fvRpUsXsc/BgwfF4AZAnPA0ODgYIf//xP4333wDJSUlDB06VG4C1XIqKipYv349Zs6cCUEQ0KFDB3Hqi5ctXLgQnp6ecpO0hoWF4aOPPoKrqytGjRolHlkjIiKqDZlMBmNjYxgYGFR7BoUaloqKyisd6SrXKGaup79x5np67XHmepJQdT9K/3hx/Wswcz29Pl6bmeuJiIiI3hQMXkREREQSYfAiIiIikgiDFxEREZFEGLyIiIiIJMLgRURERCQRBi8iIiIiiTB4EREREUmEwYuIiIhIIgxeRERERBJh8CIiIiKSCIMXERERkUQYvIiIiIgkwuBFREREJBEGLyIiIiKJMHgRERERSYTBi4iIiEgiDF5EREREEmHwIiIiIpIIgxcRERGRRBi8iIiIiCTC4EVEREQkEQYvIiIiIokweBERERFJhMGLiIiISCIMXkREREQSYfAiIiIikgiDFxEREZFEGLyIiIiIJMLgRURERCQRBi8iIiIiiTB4EREREUmEwYuIiIhIIgxeRERERBJh8CIiIiKSCIMXERERkUSaKboAIiIiqYWEAH1j/37ft6+CCqE3Do94EREREUmEwYuIiIhIIgxeRERERBJh8CIiIiKSCIMXERERkUQYvIiIiIgkovDgtX79epiZmUFdXR0ODg44d+5ctf337NkDKysrqKuro2vXrjh8+LDcckEQsGDBAhgbG0NDQwPu7u64ceOGXJ/r169jyJAh0NfXh46ODlxcXHD8+HG5PgkJCejXrx9atGgBPT09eHh44MKFC+Ly9PR0uLq6QktLC66urkhPT5dbf/Dgwdi7d28dRoSIiIiaKoUGr127diEgIADBwcFISkqCra0tPDw8kJOTU2n/M2fOYOTIkRg3bhySk5Ph7e0Nb29vXL58WeyzYsUKhIWFITw8HPHx8dDS0oKHhweePXsm9hk8eDBKSkpw7NgxJCYmwtbWFoMHD0ZWVhYA4PHjxxgwYADefvttxMfH49dff4W2tjY8PDxQXFwMAJg1axbatGmDlJQUGBsb47PPPpP7XEpKShg6dGhDDBsRERG9phQavFavXo0JEybA19cXnTp1Qnh4ODQ1NbFly5ZK+69ZswYDBgxAYGAgrK2tsXjxYnTv3h3r1q0D8PxoV2hoKIKCgjBkyBDY2NggIiICmZmZ2L9/PwAgNzcXN27cwJw5c2BjYwMLCwssX74cT548EQPc1atXcf/+fSxatAgdO3ZE586dERwcjOzsbNy6dQsAkJqaijFjxsDCwgJjx45FamoqAODhw4cICgrC+vXrG3j0iIiI6HWjsOBVVFSExMREuLu7/12MkhLc3d0RFxdX6TpxcXFy/QHAw8ND7J+WloasrCy5Prq6unBwcBD7tGrVCh07dkRERAQKCgpQUlKCDRs2wMDAAPb29gCAjh07olWrVti8eTOKiorw9OlTbN68GdbW1jAzMwMA2Nra4pdffkFZWRmOHj0KGxsbAEBgYCD8/PzQtm3bGo1DYWEh8vPz5V5ERETUNCnskUG5ubkoLS2FoaGhXLuhoSGuXr1a6TpZWVmV9i8/RVj+tbo+MpkMv/zyC7y9vaGtrQ0lJSUYGBggKioKenp6AABtbW3ExsbC29sbixcvBgBYWFjgyJEjaNbs+ZB9/fXXmDRpEszMzGBjY4MNGzbg5MmTSElJwVdffYUPP/wQ58+fR//+/REWFgZVVdVKP9OyZcuwcOHCGo8bEb0BQkLqpw8RNToKv7heaoIgwM/PDwYGBjh16hTOnTsHb29vvPfee7h79y4A4OnTpxg3bhycnZ1x9uxZnD59Gl26dIGnpyeePn0KAGjTpg0OHTqEjIwMHDp0CPr6+pg6dSrCw8OxZMkSaGtr49q1a7hx4wY2bNhQZT1z585FXl6e+Lp9+7Yk40BERETSU1jw0tfXh7KyMrKzs+Xas7OzYWRkVOk6RkZG1fYv/1pdn2PHjuHQoUPYuXMnnJ2d0b17d3z77bfQ0NDA9u3bAQCRkZFIT0/H1q1b0bNnT/Tu3RuRkZFIS0vDgQMHKq3tyy+/RP/+/WFvb4/Y2FgMHToUKioqeP/99xEbG1vlOKipqUFHR0fuRURERE2TwoKXqqoq7O3tERMTI7aVlZUhJiYGjo6Ola7j6Ogo1x8AoqOjxf7m5uYwMjKS65Ofn4/4+Hixz5MnTwA8v57sRUpKSigrKxP7KCkpQSaTyS2XyWRinxelpqYiMjJSPC1ZWloq3v1YXFyM0tLSGowIERERNXUKPdUYEBCATZs2Yfv27UhNTcWUKVNQUFAAX19fAICPjw/mzp0r9vf390dUVBRWrVqFq1evIiQkBOfPn8e0adMAPL9+a8aMGViyZAkOHjyIS5cuwcfHByYmJvD29gbwPLzp6elhzJgxuHDhAq5fv47AwECkpaXB09MTAPDuu+/iwYMH8PPzQ2pqKq5cuQJfX180a9YMbm5ucp9BEARMnDgR33zzDbS0tAAAzs7O2LRpE1JTUxEREQFnZ+eGHkoiIiJ6DSg0eA0fPhxff/01FixYADs7O6SkpCAqKkq8OD4jI0O87goAnJycEBkZiY0bN8LW1hY//fQT9u/fjy5duoh9Zs+ejU8//RQTJ05Ez5498fjxY0RFRUFdXR3A81OcUVFRePz4Md555x306NEDv/76Kw4cOABbW1sAgJWVFf773//i4sWLcHR0xL/+9S9kZmYiKioKxsbGcp9h48aNMDQ0xODBg8W2kJAQPHv2DA4ODujQoQP8/PwabAyJiIjo9SETBEFQdBH0t/z8fOjq6iIvL4/Xe9HriXfkvTqOYY1VNwwvL3v5fd/Yvxv69v27/cXLcmP7hnCoqUZq+vf7jburkYiIiEhRGLyIiIiIJMLgRURERCQRBi8iIiIiiSjskUFERNSENNANAf90gXxV+saGILbvS2213nvlXqyBF95TbfGIFxEREZFEGLyIiIiIJMLgRURERCQRBi8iIiIiiTB4EREREUmEwYuIiIhIIgxeRERERBJh8CIiIiKSCIMXERERkUQ4cz0REVE1ODs91Sce8SIiIiKSCIMXERERkUQYvIiIiIgkwuBFREREJBEGLyIiIiKJMHgRERERSYTBi4iIiEgiDF5EREREEmHwIiIiIpIIgxcRERGRRPjIICIialQU8Yie2Fjp90lvJh7xIiIiIpIIgxcRERGRRBi8iIiIiCTC4EVEREQkEQYvIiIiIokweBERERFJhMGLiIiISCIMXkREREQSYfAiIiIikgiDFxEREZFE+MggIiKiKvSNDam+QwgU84wjem3xiBcRERGRRBi8iIiIiCRS5+D18OFDfP/995g7dy7u378PAEhKSsKdO3fqrTgiIiKipqRO13hdvHgR7u7u0NXVRXp6OiZMmICWLVti3759yMjIQERERH3XSURERPTaq9MRr4CAAIwdOxY3btyAurq62D5o0CCcPHmy3oojIiIiakrqFLwSEhIwadKkCu1t2rRBVlZWrbe3fv16mJmZQV1dHQ4ODjh37ly1/ffs2QMrKyuoq6uja9euOHz4sNxyQRCwYMECGBsbQ0NDA+7u7rhx44a4PDY2FjKZrNJXQkKC2O/ixYv417/+BXV1dbRt2xYrVqyQ2090dDQsLS2ho6OD0aNHo6ioSFyWl5cHS0tL3Lp1q9bjQURERE1TnYKXmpoa8vPzK7Rfv34drVu3rtW2du3ahYCAAAQHByMpKQm2trbw8PBATk5Opf3PnDmDkSNHYty4cUhOToa3tze8vb1x+fJlsc+KFSsQFhaG8PBwxMfHQ0tLCx4eHnj27BkAwMnJCXfv3pV7jR8/Hubm5ujRowcAID8/H/3794epqSkSExOxcuVKhISEYOPGjQCAsrIyfPTRR5g8eTLi4uJw/vx5cRkAzJkzB5MnT4apqWmtxoOIiIiarjoFLy8vLyxatAjFxcUAAJlMhoyMDHz++ecYOnRorba1evVqTJgwAb6+vujUqRPCw8OhqamJLVu2VNp/zZo1GDBgAAIDA2FtbY3Fixeje/fuWLduHYDnR7tCQ0MRFBSEIUOGwMbGBhEREcjMzMT+/fsBAKqqqjAyMhJfrVq1woEDB+Dr6wuZTAYA+OGHH1BUVIQtW7agc+fOGDFiBKZPn47Vq1cDAHJzc5Gbm4upU6eic+fO8PLyQmpqKoDn4TAhIQH+/v61HlsiIiJquuoUvFatWoXHjx/DwMAAT58+RZ8+fdChQwdoa2tj6dKlNd5OUVEREhMT4e7u/ndBSkpwd3dHXFxcpevExcXJ9QcADw8PsX9aWhqysrLk+ujq6sLBwaHKbR48eBD37t2Dr6+v3H5cXV2hqqoqt59r167hwYMHaN26NYyNjXH06FE8efIEp06dgo2NDYqLizFlyhRs2LABysrK/zgGhYWFyM/Pl3sRERFR01Snuxp1dXURHR2NX3/9FRcvXsTjx4/RvXv3CoHon+Tm5qK0tBSGhoZy7YaGhrh69Wql62RlZVXav/zasvKv1fV52ebNm+Hh4YG33npLbj/m5uYVtlG+TE9PD7t378bMmTPh7++PQYMG4ZNPPsHy5cvh5uYGdXV1ODs7Izc3F59++immTZtW6b6XLVuGhQsXVrqMiIgat9hY4MXJ7TmJPf2TV3pkkIuLC1xcXOqrFoX4888/ceTIEezevbvW67q4uMhdjH/9+nVEREQgOTkZrq6u8Pf3x8CBA9GlSxe4urrCxsamwjbmzp2LgIAA8X1+fj7atm1btw9DREREjVqdgldYWFil7TKZDOrq6ujQoQNcXV3/8VSbvr4+lJWVkZ2dLdeenZ0NIyOjStcxMjKqtn/51+zsbBgbG8v1sbOzq7C9rVu3olWrVvDy8qrRfl7cx8smTZqEVatWoaysDMnJyRg2bBg0NTXRp08fnDhxotLgpaamBjU1tUq3R0RERE1LnYLXN998g7/++gtPnjyBnp4eAODBgwfQ1NRE8+bNkZOTg3bt2uH48ePVHr1RVVWFvb09YmJi4O3tDeD53YIxMTFVnppzdHRETEwMZsyYIbZFR0fD0dERAGBubg4jIyPExMSIQSs/Px/x8fGYMmWK3LYEQcDWrVvh4+MDFRWVCvuZN28eiouLxWXR0dHo2LGj+JlftHnzZrRs2RJeXl548OABAIg3HxQXF6O0tLTKcSAiIqI3Q50urv/yyy/Rs2dP3LhxA/fu3cO9e/dw/fp1ODg4YM2aNcjIyICRkRFmzpz5j9sKCAjApk2bsH37dqSmpmLKlCkoKCgQL3T38fHB3Llzxf7+/v6IiorCqlWrcPXqVYSEhOD8+fNiUJPJZJgxYwaWLFmCgwcP4tKlS/Dx8YGJiYkY7sodO3YMaWlpGD9+fIW6PvroI6iqqmLcuHG4cuUKdu3ahTVr1sidFiyXk5ODJUuWYO3atQAAPT09WFtbIzQ0FHFxcYiJiYGzs3ONx5eIiIiapjod8QoKCsLevXvRvn17sa1Dhw74+uuvMXToUPzxxx9YsWJFjaaWGD58OP766y8sWLAAWVlZsLOzQ1RUlHghe0ZGBpSU/s6HTk5OiIyMRFBQEL744gtYWFhg//796NKli9hn9uzZKCgowMSJE/Hw4UO4uLggKipKbpZ94PlRKicnJ1hZWVWoS1dXF0ePHoWfnx/s7e2hr6+PBQsWYOLEiRX6+vv7Y9asWTAxMRHbtm3bhjFjxiAsLAyBgYHo2bPnP44FERERNW11Cl53795FSUlJhfaSkhLxzkETExM8evSoRtubNm1alacWY2NjK7QNGzYMw4YNq3J7MpkMixYtwqJFi6rdb2RkZLXLbWxscOrUqWr7AMCPP/5Yoa1Xr17ivF5EREREQB1PNbq5uWHSpElITk4W25KTkzFlyhS88847AIBLly5VmI6BiIiI6E1Wp+BVfiG5vb29eFdejx490LJlS2zevBkA0Lx5c6xatapeiyUiIiJ6ndXpVKORkRGio6Nx9epVXL9+HQDQsWNHdOzYUezj5uZWPxUSERERNRGvNIGqlZVVpRemExEREVFFdQ5ef/75Jw4ePIiMjAwUFRXJLSt/kDQREZGoJs/T+Yc+fCQPve7qFLxiYmLg5eWFdu3a4erVq+jSpQvS09MhCAK6d+9e3zUSERERNQl1urh+7ty5+Oyzz3Dp0iWoq6tj7969uH37Nvr06VPtNA9EREREb7I6Ba/U1FT4+PgAAJo1a4anT5+iefPmWLRoEb766qt6LZCIiIioqahT8NLS0hKv6zI2NsbNmzfFZbm5ufVTGREREVETU6drvHr37o1ff/0V1tbWGDRoEGbNmoVLly5h37596N27d33XSERERNQk1Cl4rV69Go8fPwYALFy4EI8fP8auXbtgYWHBOxqJiIiIqlCn4NWuXTvx31paWggPD6+3goiIiIiaqjpd49WuXTvcu3evQvvDhw/lQhkRERER/a1OwSs9PR2lpaUV2gsLC3Hnzp1XLoqIiIioKarVqcaDBw+K/z5y5Ah0dXXF96WlpYiJiYGZmVm9FUdERETUlNQqeHl7ewMAZDIZxowZI7dMRUUFZmZmWLVqVb0VR0REjYCUz+kJCUHf2Oq7xPYNkaISogZRq+BVVlYGADA3N0dCQgL09fUbpCgiIiKipqhOdzWmpaXVdx1ERERETV6dghfw/EHZMTExyMnJEY+ElduyZcsrF0ZERETU1NQpeC1cuBCLFi1Cjx49YGxsDJlMVt91ERERETU5dQpe4eHh2LZtG0aPHl3f9RARERE1WXWax6uoqAhOTk71XQsRERFRk1an4DV+/HhERkbWdy1ERERETVqdTjU+e/YMGzduxC+//AIbGxuoqKjILeeDsomIiIgqqlPwunjxIuzs7AAAly9fllvGC+2JiIiIKlen4HX8+PH6roOIiOpbTWacl3JWeiKq2zVe5X7//XccOXIET58+BQAIglAvRRERERE1RXUKXvfu3UO/fv1gaWmJQYMG4e7duwCAcePGYdasWfVaIBEREVFTUafgNXPmTKioqCAjIwOamppi+/DhwxEVFVVvxRERERE1JXW6xuvo0aM4cuQI3nrrLbl2CwsL3Lp1q14KIyIiImpq6nTEq6CgQO5IV7n79+9DTU3tlYsiIiIiaorqFLz+9a9/ISIiQnwvk8lQVlaGFStWwM3Nrd6KIyIiImpK6nSqccWKFejXrx/Onz+PoqIizJ49G1euXMH9+/dx+vTp+q6RiIiIqEmo0xGvLl264Pr163BxccGQIUNQUFCA999/H8nJyWjfvn1910hERETUJNTpiBcA6OrqYt68efVZCxEREVGTVqcjXlu3bsWePXsqtO/Zswfbt29/5aKIiIiImqI6Ba9ly5ZBX1+/QruBgQG+/PLLVy6KiIiIqCmqU/DKyMiAubl5hXZTU1NkZGS8clFERERETVGdgpeBgQEuXrxYof3ChQto1arVKxdFRERE1BTVKXiNHDkS06dPx/Hjx1FaWorS0lIcO3YM/v7+GDFiRH3XSERERNQk1OmuxsWLFyM9PR39+vVDs2bPN1FWVgYfHx9e40VERERUhVoHL0EQkJWVhW3btmHJkiVISUmBhoYGunbtClNT04aokYiIiKhJqPWpRkEQ0KFDB/z555+wsLDAsGHDMHjw4FcKXevXr4eZmRnU1dXh4OCAc+fOVdt/z549sLKygrq6Orp27YrDhw9XqHHBggUwNjaGhoYG3N3dcePGDbk+ZmZmkMlkcq/ly5eLy69duwY3NzcYGhpCXV0d7dq1Q1BQEIqLi8U+0dHRsLS0hI6ODkaPHo2ioiJxWV5eHiwtLfnQcCIiIhLVOngpKSnBwsIC9+7dq5cCdu3ahYCAAAQHByMpKQm2trbw8PBATk5Opf3PnDmDkSNHYty4cUhOToa3tze8vb1x+fJlsc+KFSsQFhaG8PBwxMfHQ0tLCx4eHnj27JncthYtWoS7d++Kr08//VRcpqKiAh8fHxw9ehTXrl1DaGgoNm3ahODgYADPT61+9NFHmDx5MuLi4nD+/Hls3LhRXH/OnDmYPHkyjwISERGRqE4X1y9fvhyBgYFyYaeuVq9ejQkTJsDX1xedOnVCeHg4NDU1sWXLlkr7r1mzBgMGDEBgYCCsra2xePFidO/eHevWrQPw/GhXaGgogoKCMGTIENjY2CAiIgKZmZnYv3+/3La0tbVhZGQkvrS0tMRl7dq1g6+vL2xtbWFqagovLy+MGjUKp06dAgDk5uYiNzcXU6dORefOneHl5YXU1FQAz8NhQkIC/P39X3l8iIiIqOmoU/Dy8fHBuXPnYGtrCw0NDbRs2VLuVVNFRUVITEyEu7v73wUpKcHd3R1xcXGVrhMXFyfXHwA8PDzE/mlpacjKypLro6urCwcHhwrbXL58OVq1aoVu3bph5cqVKCkpqbLW33//HVFRUejTpw8AoHXr1jA2NsbRo0fx5MkTnDp1CjY2NiguLsaUKVOwYcMGKCsr13gsiIiIqOmr012NoaGh9bLz3NxclJaWwtDQUK7d0NAQV69erXSdrKysSvtnZWWJy8vbquoDANOnT0f37t3RsmVLnDlzBnPnzsXdu3exevVqufWcnJyQlJSEwsJCTJw4EYsWLQIAyGQy7N69GzNnzoS/vz8GDRqETz75BMuXL4ebmxvU1dXh7OyM3NxcfPrpp5g2bVqln6ewsBCFhYXi+/z8/CrHi4iIiF5vdQpeY8aMqe86JBcQECD+28bGBqqqqpg0aRKWLVsGNTU1cdmuXbvw6NEjXLhwAYGBgfj6668xe/ZsAICLiwsSEhLEvtevX0dERASSk5Ph6uoKf39/DBw4EF26dIGrqytsbGwq1LFs2TIsXLiwAT8pERE1pL6xIX+/CamiU0hVC+hNU6dTjQBw8+ZNBAUFYeTIkeKF8P/73/9w5cqVGm9DX18fysrKyM7OlmvPzs6GkZFRpesYGRlV27/8a222CQAODg4oKSlBenq6XHvbtm3RqVMnjBw5EsuXL0dISAhKS0sr3cakSZOwatUqlJWVITk5GcOGDYOBgQH69OmDEydOVLrO3LlzkZeXJ75u375dZY1ERET0eqtT8Dpx4gS6du2K+Ph47Nu3D48fPwbw/JFB5Xf91YSqqirs7e0RExMjtpWVlSEmJgaOjo6VruPo6CjXH3g+rUN5f3NzcxgZGcn1yc/PR3x8fJXbBICUlBQoKSnBwMCgyj5lZWUoLi5GWVlZhWWbN29Gy5Yt4eXlJQaz8qkniouLqwxrampq0NHRkXsRERFR01SnU41z5szBkiVLEBAQAG1tbbH9nXfeEe8urKmAgACMGTMGPXr0QK9evRAaGoqCggL4+voCeH4hf5s2bbBs2TIAgL+/P/r06YNVq1bB09MTO3fulJvKQSaTYcaMGViyZAksLCxgbm6O+fPnw8TEBN7e3gCeX6AfHx8PNzc3aGtrIy4uDjNnzsTHH38MPT09AMAPP/wAFRUVdO3aFWpqajh//jzmzp2L4cOHQ0VFRe4z5OTkYMmSJTh9+jQAQE9PD9bW1ggNDUX//v0RExODefPm1X6giYiIqEmpU/C6dOkSIiMjK7QbGBggNze3VtsaPnw4/vrrLyxYsABZWVmws7NDVFSUeHF8RkYGlJT+PjDn5OSEyMhIBAUF4YsvvoCFhQX279+PLl26iH1mz56NgoICTJw4EQ8fPoSLiwuioqKgrq4O4PlRpp07dyIkJASFhYUwNzfHzJkz5a77atasGb766itcv34dgiDA1NQU06ZNw8yZMyt8Bn9/f8yaNQsmJiZi27Zt2zBmzBiEhYUhMDAQPXv2rNW4EBERUdNTp+DVokUL3L17F+bm5nLtycnJaNOmTa23N23atCrv+ouNja3QNmzYMAwbNqzK7clkMixatEi8A/Fl3bt3x9mzZ6utafjw4Rg+fHi1fcr9+OOPFdp69eolzutFREREBNTxGq8RI0bg888/R1ZWFmQyGcrKynD69Gl89tln8PHxqe8aiYiIiJqEOgWvL7/8EtbW1nj77bfx+PFjdOrUCa6urnByckJQUFB910hERETUJNTqVGNZWRlWrlyJgwcPoqioCKNHj8bQoUPx+PFjdOvWDRYWFg1VJxEREdFrr1bBa+nSpQgJCYG7uzs0NDQQGRkJQRCqfK4iEREREf2tVsErIiIC3377LSZNmgQA+OWXX+Dp6Ynvv/9e7s5DIqLXSk1mFefM442G3EzxjVz5/WGxIfwRoudqlZYyMjIwaNAg8b27uztkMhkyMzPrvTAiIiKipqZWwaukpEScC6ucioqKOEM7EREREVWtVqcaBUHA2LFj5R4i/ezZM0yePBlaWlpi2759++qvQiIiIqImolbBa8yYMRXaPv7443orhoiIiKgpq1Xw2rp1a0PVQURERNTk8VZEIiIiIokweBERERFJhMGLiIiISCIMXkREREQSYfAiIiIikkit7mokIqImphE8x6b8sTpEbwIe8SIiIiKSCIMXERERkUQYvIiIiIgkwuBFREREJBEGLyIiIiKJMHgRERERSYTBi4iIiEgiDF5EREREEmHwIiIiIpIIgxcRERGRRPjIICKSXk0eU9MIHmVDVFtVPf6ob2wIECJREfxvp1HjES8iIiIiiTB4EREREUmEwYuIiIhIIgxeRERERBJh8CIiIiKSCIMXERERkUQYvIiIiIgkwuBFREREJBEGLyIiIiKJcOZ6Iqo5zohN9aCq2d3fNC+OQ9++iqqCpMYjXkREREQSYfAiIiIikgiDFxEREZFEGLyIiIiIJMLgRURERCQRBi8iIiIiiTSK4LV+/XqYmZlBXV0dDg4OOHfuXLX99+zZAysrK6irq6Nr1644fPiw3HJBELBgwQIYGxtDQ0MD7u7uuHHjhlwfLy8vvP3221BXV4exsTFGjx6NzMxMcXl6ejpkMlmF19mzZ8U+0dHRsLS0hI6ODkaPHo2ioiJxWV5eHiwtLXHr1q1XGRoiIiJqQhQevHbt2oWAgAAEBwcjKSkJtra28PDwQE5OTqX9z5w5g5EjR2LcuHFITk6Gt7c3vL29cfnyZbHPihUrEBYWhvDwcMTHx0NLSwseHh549uyZ2MfNzQ27d+/GtWvXsHfvXty8eRMffPBBhf398ssvuHv3rviyt7cHAJSVleGjjz7C5MmTERcXh/Pnz2Pjxo3ienPmzMHkyZNhampaX0NFRERErzmFB6/Vq1djwoQJ8PX1RadOnRAeHg5NTU1s2bKl0v5r1qzBgAEDEBgYCGtrayxevBjdu3fHunXrADw/2hUaGoqgoCAMGTIENjY2iIiIQGZmJvbv3y9uZ+bMmejduzdMTU3h5OSEOXPm4OzZsyguLpbbX6tWrWBkZCS+VFRUAAC5ubnIzc3F1KlT0blzZ3h5eSE1NRXA83CYkJAAf3//BhgxIiIiel0pNHgVFRUhMTER7u7uYpuSkhLc3d0RFxdX6TpxcXFy/QHAw8ND7J+WloasrCy5Prq6unBwcKhym/fv38cPP/wAJycnMViV8/LygoGBAVxcXHDw4EGxvXXr1jA2NsbRo0fx5MkTnDp1CjY2NiguLsaUKVOwYcMGKCsr/+MYFBYWIj8/X+5FRERETZNCg1dubi5KS0thaGgo125oaIisrKxK18nKyqq2f/nXmmzz888/h5aWFlq1aoWMjAwcOHBAXNa8eXOsWrUKe/bswc8//wwXFxd4e3uL4Usmk2H37t1YvHgxOnfujG7duuGTTz7B8uXL4ebmBnV1dTg7O6Njx47i0bjKLFu2DLq6uuKrbdu21Q0ZERERvcbe6Gc1BgYGYty4cbh16xYWLlwIHx8fHDp0CDKZDPr6+ggICBD79uzZE5mZmVi5ciW8vLwAAC4uLkhISBD7XL9+HREREUhOToarqyv8/f0xcOBAdOnSBa6urrCxsalQw9y5c+X2k5+fz/BFRETURCk0eOnr60NZWRnZ2dly7dnZ2TAyMqp0HSMjo2r7l3/Nzs6GsbGxXB87O7sK+9fX14elpSWsra3Rtm1bnD17Fo6OjpXu28HBAdHR0VV+nkmTJmHVqlUoKytDcnIyhg0bBk1NTfTp0wcnTpyoNHipqalBTU2tym0SERFR06HQU42qqqqwt7dHTEyM2FZWVoaYmJgqw4+jo6Ncf+D5tA7l/c3NzWFkZCTXJz8/H/Hx8VVus3y/wPNrrqqSkpIiF+ZetHnzZrRs2RJeXl4oLS0FAPFC/eLiYrGNiIiI3lwKP9UYEBCAMWPGoEePHujVqxdCQ0NRUFAAX19fAICPjw/atGmDZcuWAQD8/f3Rp08frFq1Cp6enti5c6fcVA4ymQwzZszAkiVLYGFhAXNzc8yfPx8mJibw9vYGAMTHxyMhIQEuLi7Q09PDzZs3MX/+fLRv314MZ9u3b4eqqiq6desGANi3bx+2bNmC77//vsJnyMnJwZIlS3D69GkAgJ6eHqytrREaGor+/fsjJiYG8+bNa9BxJCIiosZP4cFr+PDh+Ouvv7BgwQJkZWXBzs4OUVFR4sXxGRkZUFL6+8Cck5MTIiMjERQUhC+++AIWFhbYv38/unTpIvaZPXs2CgoKMHHiRDx8+BAuLi6IioqCuro6AEBTUxP79u1DcHAwCgoKYGxsjAEDBiAoKEjutN/ixYtx69YtNGvWDFZWVti1a1elc335+/tj1qxZMDExEdu2bduGMWPGICwsDIGBgejZs2e9jx0RERG9XmSCIAiKLoL+lp+fD11dXeTl5UFHR0fR5RDJCwl5c/f1OtYjZc21EBur6AoUo29f+fcvjsPLy15JI/2+N3U1/fut8AlUiYiIiN4UDF5EREREEmHwIiIiIpIIgxcRERGRRBR+VyORJF7jC5El09g+P79nr50Gu1j8DfDyDQccv6aLR7yIiIiIJMLgRURERCQRBi8iIiIiiTB4EREREUmEwYuIiIhIIgxeRERERBJh8CIiIiKSCIMXERERkUQYvIiIiIgkwpnriej1JeXs9pxJ/5W8PDM71R1nuX+98YgXERERkUQYvIiIiIgkwuBFREREJBEGLyIiIiKJMHgRERERSYTBi4iIiEgiDF5EREREEmHwIiIiIpIIgxcRERGRRBi8iIiIiCTCRwYRvQne5EfZSPnZ37DHCvExQLUj2Xi9YT+Hrxse8SIiIiKSCIMXERERkUQYvIiIiIgkwuBFREREJBEGLyIiIiKJMHgRERERSYTBi4iIiEgiDF5EREREEmHwIiIiIpIIgxcRERGRRPjIIGrcGtujL2q6Lz6Og6pSXz8b/Blr0vg4pqaLR7yIiIiIJMLgRURERCQRBi8iIiIiiTB4EREREUmEwYuIiIhIIgoPXuvXr4eZmRnU1dXh4OCAc+fOVdt/z549sLKygrq6Orp27YrDhw/LLRcEAQsWLICxsTE0NDTg7u6OGzduyPVZunQpnJycoKmpiRYtWlS6n4SEBPTr1w8tWrSAnp4ePDw8cOHCBXF5eno6XF1doaWlBVdXV6Snp8utP3jwYOzdu7fmA0FERERNnkKD165duxAQEIDg4GAkJSXB1tYWHh4eyMnJqbT/mTNnMHLkSIwbNw7Jycnw9vaGt7c3Ll++LPZZsWIFwsLCEB4ejvj4eGhpacHDwwPPnj0T+xQVFWHYsGGYMmVKpft5/PgxBgwYgLfffhvx8fH49ddfoa2tDQ8PDxQXFwMAZs2ahTZt2iAlJQXGxsb47LPP5D6XkpIShg4dWh/DRERERE2EQoPX6tWrMWHCBPj6+qJTp04IDw+HpqYmtmzZUmn/NWvWYMCAAQgMDIS1tTUWL16M7t27Y926dQCeH+0KDQ1FUFAQhgwZAhsbG0RERCAzMxP79+8Xt7Nw4ULMnDkTXbt2rXQ/V69exf3797Fo0SJ07NgRnTt3RnBwMLKzs3Hr1i0AQGpqKsaMGQMLCwuMHTsWqampAICHDx8iKCgI69evr8eRIiIioqZAYcGrqKgIiYmJcHd3/7sYJSW4u7sjLi6u0nXi4uLk+gOAh4eH2D8tLQ1ZWVlyfXR1deHg4FDlNivTsWNHtGrVCps3b0ZRURGePn2KzZs3w9raGmZmZgAAW1tb/PLLLygrK8PRo0dhY2MDAAgMDISfnx/atm1bo30VFhYiPz9f7kVERERNk8Jmrs/NzUVpaSkMDQ3l2g0NDXH16tVK18nKyqq0f1ZWlri8vK2qPjWhra2N2NhYeHt7Y/HixQAACwsLHDlyBM2aPR+yr7/+GpMmTYKZmRlsbGywYcMGnDx5EikpKfjqq6/w4Ycf4vz58+jfvz/CwsKgqqpa6b6WLVuGhQsX1ri210Zjm3Feam/656c3HmdeV5wXx75vX0VVQVVR+MX1jdHTp08xbtw4ODs74+zZszh9+jS6dOkCT09PPH36FADQpk0bHDp0CBkZGTh06BD09fUxdepUhIeHY8mSJdDW1sa1a9dw48YNbNiwocp9zZ07F3l5eeLr9u3bUn1MIiIikpjCgpe+vj6UlZWRnZ0t156dnQ0jI6NK1zEyMqq2f/nX2myzMpGRkUhPT8fWrVvRs2dP9O7dG5GRkUhLS8OBAwcqXefLL79E//79YW9vj9jYWAwdOhQqKip4//33EVvN//qpqalBR0dH7kVERERNk8KCl6qqKuzt7RETEyO2lZWVISYmBo6OjpWu4+joKNcfAKKjo8X+5ubmMDIykuuTn5+P+Pj4KrdZmSdPnkBJSQkymUxsK39fVlZWoX9qaioiIyPF05KlpaXi3Y/FxcUoLS2t8b6JiIio6VLoqcaAgABs2rQJ27dvR2pqKqZMmYKCggL4+voCAHx8fDB37lyxv7+/P6KiorBq1SpcvXoVISEhOH/+PKZNmwYAkMlkmDFjBpYsWYKDBw/i0qVL8PHxgYmJCby9vcXtZGRkICUlBRkZGSgtLUVKSgpSUlLw+PFjAMC7776LBw8ewM/PD6mpqbhy5Qp8fX3RrFkzuLm5yX0GQRAwceJEfPPNN9DS0gIAODs7Y9OmTUhNTUVERAScnZ0bchiJiIjoNaGwi+sBYPjw4fjrr7+wYMECZGVlwc7ODlFRUeLF8RkZGVBS+jsbOjk5ITIyEkFBQfjiiy9gYWGB/fv3o0uXLmKf2bNno6CgABMnTsTDhw/h4uKCqKgoqKuri30WLFiA7du3i++7desGADh+/Dj69u0LKysr/Pe//8XChQvh6OgIJSUldOvWDVFRUTA2Npb7DBs3boShoSEGDx4stoWEhOCjjz6Cg4MDBgwYAD8/v/odOCIiInotyQRBEBRdBP0tPz8furq6yMvLe72v96qvu/pexz41JeVdjbyDkhoA71xsHF6+c7FGdzXyd0K9q+nfb97VSERERCQRBi8iIiIiiTB4EREREUmEwYuIiIhIIgq9q5Ek1lQfY1NfNb+Onx14feumRunlC+ZfvDibF9NTBU3170oD4hEvIiIiIokweBERERFJhMGLiIiISCIMXkREREQSYfAiIiIikgiDFxEREZFEGLyIiIiIJMLgRURERCQRBi8iIiIiiTB4EREREUmEjwwieVI+/oGPkSBSuH96DBAfE9S0lH8/Y0Oef+WvYenxiBcRERGRRBi8iIiIiCTC4EVEREQkEQYvIiIiIokweBERERFJhMGLiIiISCIMXkREREQSYfAiIiIikgiDFxEREZFEZIIgCIougv6Wn58PXV1d5OXlQUdHp343zimKXz9SPkmAmqyXZ5/v27fqZfRmiO0bUqGtwq+San63VPcz1WDq6/dhA/3OrOnfbx7xIiIiIpIIgxcRERGRRBi8iIiIiCTC4EVEREQkEQYvIiIiIokweBERERFJhMGLiIiISCIMXkREREQSYfAiIiIikgiDFxEREZFEmim6ACKqBh8H1OS9+OiV2jx2hY8BolfRNzakQlts35f6vPD+n36m6vpzXCtN5Pchj3gRERERSYTBi4iIiEgiDF5EREREEmHwIiIiIpIIgxcRERGRRBpF8Fq/fj3MzMygrq4OBwcHnDt3rtr+e/bsgZWVFdTV1dG1a1ccPnxYbrkgCFiwYAGMjY2hoaEBd3d33LhxQ67P/fv3MWrUKOjo6KBFixYYN24cHj9+LNfn4sWL+Ne//gV1dXW0bdsWK1askFseHR0NS0tL6OjoYPTo0SgqKhKX5eXlwdLSErdu3arLkBAREVETpPDgtWvXLgQEBCA4OBhJSUmwtbWFh4cHcnJyKu1/5swZjBw5EuPGjUNycjK8vb3h7e2Ny5cvi31WrFiBsLAwhIeHIz4+HlpaWvDw8MCzZ8/EPqNGjcKVK1cQHR2NQ4cO4eTJk5g4caK4PD8/H/3794epqSkSExOxcuVKhISEYOPGjQCAsrIyfPTRR5g8eTLi4uJw/vx5cRkAzJkzB5MnT4apqWl9DxkRERG9phQevFavXo0JEybA19cXnTp1Qnh4ODQ1NbFly5ZK+69ZswYDBgxAYGAgrK2tsXjxYnTv3h3r1q0D8PxoV2hoKIKCgjBkyBDY2NggIiICmZmZ2L9/PwAgNTUVUVFR+P777+Hg4AAXFxesXbsWO3fuRGZmJgDghx9+QFFREbZs2YLOnTtjxIgRmD59OlavXg0AyM3NRW5uLqZOnYrOnTvDy8sLqampAJ6Hw4SEBPj7+zfw6BEREdHrRKHBq6ioCImJiXB3dxfblJSU4O7ujri4uErXiYuLk+sPAB4eHmL/tLQ0ZGVlyfXR1dWFg4OD2CcuLg4tWrRAjx49xD7u7u5QUlJCfHy82MfV1RWqqqpy+7l27RoePHiA1q1bw9jYGEePHsWTJ09w6tQp2NjYoLi4GFOmTMGGDRugrKz8iiNERERETYlCZ67Pzc1FaWkpDA0N5doNDQ1x9erVStfJysqqtH9WVpa4vLytuj4GBgZyy5s1a4aWLVvK9TE3N6+wjfJlenp62L17N2bOnAl/f38MGjQIn3zyCZYvXw43Nzeoq6vD2dkZubm5+PTTTzFt2rRKP09hYSEKCwvF93l5eQCen+qsdy/sh4gah4KSv/+dX4v/RF9c7+V1X172str0pTdXXX9OavNzrBAN8fcVf//dFgSh2n58ZNArcHFxQUJCgvj++vXriIiIQHJyMlxdXeHv74+BAweiS5cucHV1hY2NTYVtLFu2DAsXLqzQ3rZt2watnYgaodMSrfsq+6E3R11/Thr7z9fy5Q26+UePHkFXV7fK5QoNXvr6+lBWVkZ2drZce3Z2NoyMjCpdx8jIqNr+5V+zs7NhbGws18fOzk7s8/LF+yUlJbh//77cdirbz4v7eNmkSZOwatUqlJWVITk5GcOGDYOmpib69OmDEydOVBq85s6di4CAAPF9WVkZ7t+/j1atWkEmkwF4nqLbtm2L27dvQ0dHp9J9v0k4HvI4HvI4HvI4HvI4Hn/jWMh71fEQBAGPHj2CiYlJtf0UGrxUVVVhb2+PmJgYeHt7A3gePGJiYqo8Nefo6IiYmBjMmDFDbIuOjoajoyMAwNzcHEZGRoiJiRGDVn5+PuLj4zFlyhRxGw8fPkRiYiLs7e0BAMeOHUNZWRkcHBzEPvPmzUNxcTFUVFTE/XTs2BF6enoV6tq8eTNatmwJLy8vPHjwAABQXFwsfi0tLa3086ipqUFNTU2urUWLFpX21dHR4X8cL+B4yON4yON4yON4yON4/I1jIe9VxqO6I10iQcF27twpqKmpCdu2bRN+++03YeLEiUKLFi2ErKwsQRAEYfTo0cKcOXPE/qdPnxaaNWsmfP3110JqaqoQHBwsqKioCJcuXRL7LF++XGjRooVw4MAB4eLFi8KQIUMEc3Nz4enTp2KfAQMGCN26dRPi4+OFX3/9VbCwsBBGjhwpLn/48KFgaGgojB49Wrh8+bKwc+dOQVNTU9iwYUOFz5CdnS2YmZkJd+7cEdusra2FkJAQ4cyZM0Lz5s2Fc+fO1XmM8vLyBABCXl5enbfRlHA85HE85HE85HE85HE8/saxkCfVeCg8eAmCIKxdu1Z4++23BVVVVaFXr17C2bNnxWV9+vQRxowZI9d/9+7dgqWlpaCqqip07txZ+Pnnn+WWl5WVCfPnzxcMDQ0FNTU1oV+/fsK1a9fk+ty7d08YOXKk0Lx5c0FHR0fw9fUVHj16JNfnwoULgouLi6Cmpia0adNGWL58eaX1jxgxQli7dq1cW3x8vGBlZSW0bNlSWLhwYW2HRA7/45DH8ZDH8ZDH8ZDH8ZDH8fgbx0LeGxW8qHrPnj0TgoODhWfPnim6lEaB4yGP4yGP4yGP4yGP4/E3joU8qcZDJgj/cN8jEREREdULhc9cT0RERPSmYPAiIiIikgiDFxEREZFEGLyIiIiIJMLg1cgtXboUTk5O0NTUrHJi1YyMDHh6ekJTUxMGBgYIDAxEScmb8QC269evY8iQIdDX14eOjg5cXFxw/PhxRZelUD///DMcHBygoaEBPT09cXLiN1lhYSHs7Owgk8mQkpKi6HIUIj09HePGjYO5uTk0NDTQvn17BAcHo6ioSNGlSWb9+vUwMzODuro6HBwccO7cOUWXpBDLli1Dz549oa2tDQMDA3h7e+PatWuKLqvRWL58OWQymdxE7fWJwauRKyoqwrBhw8RZ919WWloKT09PFBUV4cyZM9i+fTu2bduGBQsWSFypYgwePBglJSU4duwYEhMTYWtri8GDB4sPO3/T7N27F6NHj4avry8uXLiA06dP46OPPlJ0WQo3e/bsf3yMR1N39epVlJWVYcOGDbhy5Qq++eYbhIeH44svvlB0aZLYtWsXAgICEBwcjKSkJNja2sLDw6PC4+PeBCdOnICfnx/Onj2L6OhoFBcXo3///igoKFB0aQqXkJCADRs2VPqIv3rToJNVUL3ZunWroKurW6H98OHDgpKSkjjTvyAIwnfffSfo6OgIhYWFElYovb/++ksAIJw8eVJsy8/PFwAI0dHRCqxMMYqLi4U2bdoI33//vaJLaVQOHz4sWFlZCVeuXBEACMnJyYouqdFYsWKFYG5urugyJNGrVy/Bz89PfF9aWiqYmJgIy5YtU2BVjUNOTo4AQDhx4oSiS1GoR48eCRYWFkJ0dLTQp08fwd/fv0H2wyNer7m4uDh07doVhoaGYpuHhwfy8/Nx5coVBVbW8Fq1aoWOHTsiIiICBQUFKCkpwYYNG2BgYCA+g/NNkpSUhDt37kBJSQndunWDsbExBg4ciMuXLyu6NIXJzs7GhAkTsGPHDmhqaiq6nEYnLy8PLVu2VHQZDa6oqAiJiYlwd3cX25SUlODu7o64uDgFVtY45OXlAcAb8bNQHT8/P3h6esr9nDQEBq/XXFZWllzoAiC+b+qn22QyGX755RckJydDW1sb6urqWL16NaKioip9kHlT98cffwAAQkJCEBQUhEOHDkFPTw99+/bF/fv3FVyd9ARBwNixYzF58mT06NFD0eU0Or///jvWrl2LSZMmKbqUBpebm4vS0tJKf1c29d+T/6SsrAwzZsyAs7MzunTpouhyFGbnzp1ISkrCsmXLGnxfDF4KMGfOHMhksmpfV69eVXSZClPT8REEAX5+fjAwMMCpU6dw7tw5eHt747333sPdu3cV/THqTU3Ho6ysDAAwb948DB06FPb29ti6dStkMhn27Nmj4E9Rf2o6HmvXrsWjR48wd+5cRZfcoOry++TOnTsYMGAAhg0bhgkTJiiocmoM/Pz8cPnyZezcuVPRpSjM7du34e/vjx9++AHq6uoNvr9mDb4HqmDWrFkYO3ZstX3atWtXo20ZGRlVuDMnOztbXPY6qun4HDt2DIcOHcKDBw+go6MDAPj2228RHR2N7du3Y86cORJU2/BqOh7lYbNTp05iu5qaGtq1a4eMjIyGLFFStfn5iIuLg5qamtyyHj16YNSoUdi+fXsDVimd2v4+yczMhJubG5ycnLBx48YGrq5x0NfXh7Kysvi7sVx2dvZr+3uyPkybNg2HDh3CyZMn8dZbbym6HIVJTExETk4OunfvLraVlpbi5MmTWLduHQoLC6GsrFxv+2PwUoDWrVujdevW9bItR0dHLF26FDk5OTAwMAAAREdHQ0dHR+4P8OukpuPz5MkTAM+v1XiRkpKSePSnKajpeNjb20NNTQ3Xrl2Di4sLAKC4uBjp6ekwNTVt6DIlU9PxCAsLw5IlS8T3mZmZ8PDwwK5du+Dg4NCQJUqqNr9P7ty5Azc3N/Fo6Mv/7TRVqqqqsLe3R0xMjDi9SllZGWJiYjBt2jTFFqcAgiDg008/xX/+8x/ExsbC3Nxc0SUpVL9+/XDp0iW5Nl9fX1hZWeHzzz+v19AFMHg1ehkZGbh//z4yMjJQWloqzkHUoUMHNG/eHP3790enTp0wevRorFixAllZWQgKCoKfn1+F/9NvahwdHaGnp4cxY8ZgwYIF0NDQwKZNm5CWlgZPT09Flyc5HR0dTJ48GcHBwWjbti1MTU2xcuVKAMCwYcMUXJ303n77bbn3zZs3BwC0b9/+jfy/+zt37qBv374wNTXF119/jb/++ktc9iYc9QkICMCYMWPQo0cP9OrVC6GhoSgoKICvr6+iS5Ocn58fIiMjceDAAWhra4vXuenq6kJDQ0PB1UlPW1u7wvVtWlpaaNWqVcNc99Yg90pSvRkzZowAoMLr+PHjYp/09HRh4MCBgoaGhqCvry/MmjVLKC4uVlzREkpISBD69+8vtGzZUtDW1hZ69+4tHD58WNFlKUxRUZEwa9YswcDAQNDW1hbc3d2Fy5cvK7qsRiEtLe2Nnk5i69atlf4ueZP+DKxdu1Z4++23BVVVVaFXr17C2bNnFV2SQlT1c7B161ZFl9ZoNOR0EjJBEIT6j3NERERE9LI34wQ/ERERUSPA4EVEREQkEQYvIiIiIokweBERERFJhMGLiIiISCIMXkREREQSYfAiIiIikgiDFxEREZFEGLyIiOrgvffew4ABAypddurUKchkMly8eBHTp08Xn6NpZ2dXaf8jR46gd+/e0NbWRuvWrTF06FCkp6c3XPFEpDAMXkREdTBu3DhER0fjzz//rLBs69at6NGjB2xsbAAAn3zyCYYPH17pdtLS0jBkyBC88847SElJwZEjR5Cbm4v333+/QesnIsVg8CIiqoPBgwejdevW2LZtm1z748ePsWfPHowbNw4AEBYWBj8/P7Rr167S7SQmJqK0tBRLlixB+/bt0b17d3z22WdISUlBcXFxQ38MIpIYgxcRUR00a9YMPj4+2LZtG1585O2ePXtQWlqKkSNH1mg79vb2UFJSwtatW1FaWoq8vDzs2LED7u7uUFFRaajyiUhBGLyIiOrok08+wc2bN3HixAmxbevWrRg6dCh0dXVrtA1zc3McPXoUX3zxBdTU1NCiRQv8+eef2L17d0OVTUQKxOBFRFRHVlZWcHJywpYtWwAAv//+O06dOiWeZqyJrKwsTJgwAWPGjEFCQgJOnDgBVVVVfPDBB3JH0oioaWDwIiJ6BePGjcPevXvx6NEjbN26Fe3bt0efPn1qvP769euhq6uLFStWoFu3bnB1dcW///1vxMTEID4+vgErJyJFYPAiInoFH374IZSUlBAZGYmIiAh88sknkMlkNV7/yZMnUFKS/1WsrKwMACgrK6vXWolI8Ri8iIheQfPmzTF8+HDMnTsXd+/exdixY+WW//7770hJSUFWVhaePn2KlJQUpKSkoKioCADg6emJhIQELFq0CDdu3EBSUhJ8fX1hamqKbt26KeATEVFDkgm8iICI6JXExcXByckJgwYNws8//yy3rG/fvnIX35dLS0uDmZkZAGDnzp1YsWIFrl+/Dk1NTTg6OuKrr76ClZWVFOUTkYQYvIiIiIgkwlONRERERBJh8CIiIiKSCIMXERERkUQYvIiIiIgkwuBFREREJBEGLyIiIiKJMHgRERERSYTBi4iIiEgiDF5EREREEmHwIiIiIpIIgxcRERGRRBi8iIiIiCTy/wBC3K3HZWJ3SwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sDIcOHYKRkRHOnz8PY2Njtfu5fPkyFAoFvL29xTEzMzN4eHggNTUVgwcPfo4z8HQMVkRE1bnBpK5veiF6SV28eBGCIMDZ2bnGcyMiIsRf29nZ4YsvvsDmzZvFYJWXl4ewsDBx20/eD5WXl4eAgAB06NABAODg4FDlfhQKBQDAyspKZdzKykpc96LwrUAiIiKqNkEQaj13y5Yt8PLyglwuh7GxMSIiIpCXlyeuDw0NxciRI+Ht7Y158+bh0qVL4roJEyZg9uzZ8PLyQmRkJE6fPv1cx/GiMFgRERFRtTk6OkImk+HChQs1mpeamoohQ4agT58+SEhIQEZGBr7++muUlZWJNVFRUTh37hz69u2L/fv3o23btvjpp58AACNHjsQff/yBoUOH4syZM3B3d8fKlSvV7ksulwMA8vPzVcbz8/PFdS8KgxURERFVW5MmTeDr64uYmBiUlJRUWn/nzh21844cOYKWLVvi66+/hru7OxwdHXHlypVKdU5OTpg0aRL27t2LAQMGYN26deI6W1tbjB07Fjt27MDkyZOxZs0atfuyt7eHXC5HcnKyOFZcXIxjx47B09OzhkdcMwxWREREVCMxMTFQKpXo0qULtm/fjpycHGRlZWHFihVVBhdHR0fk5eVh8+bNuHTpElasWCFejQKA+/fvY9y4cUhJScGVK1dw+PBhnDhxAm3atAEATJw4EXv27MHly5eRnp6OAwcOiOv+SSaTYeLEiZg9ezZ27dqFM2fOICgoCM2bN4e/v7/k5+NJvHmdiIiIasTBwQHp6emYM2cOJk+ejBs3bqBZs2Zwc3PDt99+q3ZO//79MWnSJIwbNw6lpaXo27cvpk2bhqj//8EQbW1t3L59G0FBQcjPz4eFhQUGDBiAGTNmAACUSiVCQkLw559/wtTUFH5+fli6dGmVPX755ZcoKSnB6NGjcefOHXTr1g2JiYkwMDCQ/Hw8SSY8z11oVCPFxcUwMzNDUVERTE1NNd0OET3GTwWSBjx48ACXL1+Gvb39C/9hT8/2tN+Pmvz85luBRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkwmBFREREJBEGKyIiIiKJMFgRERERSYTBioiIiEgiDFZEREREEmGwIiIiohdCJpNh586dmm6jTr0U3xUYExODhQsXQqFQwMXFBStXrkSXLl2qrN+2bRumTZuG3NxcODo6Yv78+ejTp4+4XiaTqZ23YMEChIWFAQAKCwsxfvx4/Pe//4WWlhYCAgKwfPlyGBsbAwByc3MRFBSEtLQ0uLm5YePGjbCzsxO31a9fPwQHByMgIECCM0BERPSEuv4KpVrsT6FQYM6cOfjll19w7do1WFpawtXVFRMnTkTv3r2l77GGduzYgdjYWKSlpaGwsBAZGRlwdXV94fvV+BWrLVu2IDQ0FJGRkUhPT4eLiwt8fX1RUFCgtv7IkSMIDAzEiBEjkJGRAX9/f/j7++Ps2bNizY0bN1SWtWvXQiaTqYSgIUOG4Ny5c0hKSkJCQgIOHTqE0aNHi+snT54MGxsbZGZmwtraGl988YVKz4/DGBER0asmNzcXbm5u2L9/PxYuXIgzZ84gMTERvXr1QkhIiKbbAwCUlJSgW7dumD9/fp3uV+PBasmSJRg1ahSCg4PRtm1bxMbGwtDQEGvXrlVbv3z5cvj5+SEsLAxt2rTBrFmz0KlTJ6xatUqskcvlKsvPP/+MXr16wcHBAQCQlZWFxMREfPfdd/Dw8EC3bt2wcuVKbN68GdevXxdrhg0bBkdHRwwfPhxZWVkAgDt37iAiIgIxMTEv+MwQERG9nD777DPIZDIcP34cAQEBcHJyQrt27RAaGoqjR49WOe+rr76Ck5MTDA0N4eDggGnTpqG8vFxcf+rUKfTq1QsmJiYwNTWFm5sbTp48CQC4cuUK3n33XTRu3BhGRkZo164ddu/eXeW+hg4diunTp8Pb21u6A68GjQarsrIypKWlqRy0lpYWvL29kZqaqnZOampqpZPk6+tbZX1+fj5++eUXjBgxQmUb5ubmcHd3F8e8vb2hpaWFY8eOAQBcXFywb98+VFRUYO/evejYsSMAICwsDCEhIbC1tX3m8ZWWlqK4uFhlISIiqs8KCwuRmJiIkJAQGBkZVVpvbm5e5VwTExOsX78e58+fx/Lly7FmzRosXbpUXD9kyBC89tprOHHiBNLS0jBlyhTo6uoCAEJCQlBaWopDhw7hzJkzmD9/vnj7zstEo8Hq1q1bUCqVsLKyUhm3srKCQqFQO0ehUNSofsOGDTAxMcGAAQNUtmFpaalSp6OjgyZNmojbWbRoES5cuAA7Ozvk5ORg0aJFOHToEDIzMxEUFISBAwfCwcEBY8eORVlZmdp9R0dHw8zMTFyqE8aIiIheZhcvXoQgCHB2dq7x3IiICHTt2hV2dnZ499138cUXX2Dr1q3i+ry8PHh7e8PZ2RmOjo748MMP4eLiIq7z8vJChw4d4ODggH79+qF79+6SHZdUNP5W4Iu2du1aDBkyBAYGBjWaZ2Njg4SEBOTl5SEhIQEWFhb47LPPEBsbi9mzZ8PExATZ2dnIycnB6tWr1W4jPDwcRUVF4nL16lUpDomIiEhjBEGo9dwtW7bAy8sLcrkcxsbGiIiIQF5enrg+NDQUI0eOhLe3N+bNm4dLly6J6yZMmIDZs2fDy8sLkZGROH369HMdx4ui0WBlYWEBbW1t5Ofnq4zn5+dDLpernSOXy6td/9tvvyE7OxsjR46stI1/3hz/8OFDFBYWVrnfuXPnwsfHB25ubkhJSUFAQAB0dXUxYMAApKSkqJ2jr68PU1NTlYWIiKg+c3R0hEwmw4ULF2o0LzU1FUOGDEGfPn2QkJCAjIwMfP311yrv+kRFReHcuXPo27cv9u/fj7Zt2+Knn34CAIwcORJ//PEHhg4dijNnzsDd3R0rV66U9NikoNFgpaenBzc3NyQnJ4tjFRUVSE5Ohqenp9o5np6eKvUAkJSUpLb++++/h5ubm3gZ8clt3LlzB2lpaeLY/v37UVFRAQ8Pj0rbycrKQnx8PGbNmgUAUCqV4s125eXlUCqV1TxiIiKi+q1Jkybw9fVFTEwMSkpKKq2/c+eO2nlHjhxBy5Yt8fXXX8Pd3R2Ojo64cuVKpTonJydMmjQJe/fuxYABA7Bu3Tpxna2tLcaOHYsdO3Zg8uTJWLNmjWTHJRWNvxUYGhqKNWvWYMOGDcjKysKnn36KkpISBAcHAwCCgoIQHh4u1n/++edITEzE4sWLceHCBURFReHkyZMYN26cynaLi4uxbdu2SlerAKBNmzbw8/PDqFGjcPz4cRw+fBjjxo3D4MGD0bx5c5VaQRAwevRoLF26VLxJz8vLC2vWrEFWVhY2btwILy8vqU8LERHRSysmJgZKpRJdunTB9u3bkZOTg6ysLKxYsaLKCyOOjo7Iy8vD5s2bcenSJaxYsUK8GgUA9+/fx7hx45CSkoIrV67g8OHDOHHiBNq0aQMAmDhxIvbs2YPLly8jPT0dBw4cENepU1hYiMzMTJw/fx4AkJ2djczMzCrvyZaKxoPVoEGDsGjRIkyfPh2urq7IzMxEYmKieIN6Xl4ebty4IdZ37doV8fHxiIuLg4uLC3788Ufs3LkT7du3V9nu5s2bIQgCAgMD1e73hx9+gLOzM3r37o0+ffqgW7duiIuLq1QXFxcHKysr9OvXTxyLiorCgwcP4OHhgVatWr00z+wgIiKqCw4ODkhPT0evXr0wefJktG/fHm+//TaSk5Px7bffqp3Tv39/TJo0CePGjYOrqyuOHDmCadOmieu1tbVx+/ZtBAUFwcnJCQMHDsQ777yDGTNmAHj0blFISIh4ccTJyQnffPNNlT3u2rULb7zxBvr27QsAGDx4MN544w3ExsZKeCYqkwnPcxca1UhxcTHMzMxQVFTE+62IXibVeep0XT8Jmxq8Bw8e4PLly7C3t6/xB6xIek/7/ajJz2+NX7EiIiIiaigYrIiIiIgkwmBFREREJBEGKyIiIiKJMFgRERFpED9D9nKQ6veBwYqIiEgDHn+58N9//63hTgj4v9+Hx78vtaUjRTNERERUM9ra2jA3Nxe/Ys3Q0BAymUzDXb16BEHA33//jYKCApibm0NbW/u5tsdgRUREpCGPv5/2n99fS3XP3Ny8yu8LrgkGKyIiIg2RyWSwtraGpaWl+B20VPd0dXWf+0rVYwxWREREGqatrS3ZD3bSLN68TkRERCQRBisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkwmBFREREJBEGKyIiIiKJMFgRERERSYTBioiIiEgiDFZEREREEmGwIiIiIpIIgxURERGRRBisiIiIiCTCYEVEREQkEQYrIiIiIokwWBERERFJhMGKiIiISCIaD1YxMTGws7ODgYEBPDw8cPz48afWb9u2Dc7OzjAwMECHDh2we/fuSjVZWVno378/zMzMYGRkhM6dOyMvL09cHxcXh549e8LU1BQymQx37txRmV9aWoqhQ4fC1NQUTk5O2Ldvn8r6hQsXYvz48bU/aCIiImqQNBqstmzZgtDQUERGRiI9PR0uLi7w9fVFQUGB2vojR44gMDAQI0aMQEZGBvz9/eHv74+zZ8+KNZcuXUK3bt3g7OyMlJQUnD59GtOmTYOBgYFY8/fff8PPzw9Tp05Vu5+4uDikpaUhNTUVo0ePxkcffQRBEAAAly9fxpo1azBnzhwJzwQRERE1BDLhcWLQAA8PD3Tu3BmrVq0CAFRUVMDW1hbjx4/HlClTKtUPGjQIJSUlSEhIEMfefPNNuLq6IjY2FgAwePBg6OrqYtOmTc/cf0pKCnr16oW//voL5ubm4vhnn30GU1NTzJs3D/fv34ehoSEKCgrQrFkz+Pn5YcyYMXj//fdrfLzFxcUwMzNDUVERTE1NazyfiF6QqChpaoioQarJz2+NXbEqKytDWloavL29/68ZLS14e3sjNTVV7ZzU1FSVegDw9fUV6ysqKvDLL7/AyckJvr6+sLS0hIeHB3bu3Fmj3lxcXPD777/j/v372LNnD6ytrWFhYYEffvgBBgYGtQpVRERE1PBpLFjdunULSqUSVlZWKuNWVlZQKBRq5ygUiqfWFxQU4N69e5g3bx78/Pywd+9evP/++xgwYAAOHjxY7d4++eQTuLi4oG3btpgzZw62bt2Kv/76C9OnT8fKlSsRERGBVq1awdfXF9euXatyO6WlpSguLlZZiIiIqOHS0XQDUqqoqAAAvPfee5g0aRIAwNXVFUeOHEFsbCx69OhRre3o6uoiJiZGZSw4OBgTJkxARkYGdu7ciVOnTmHBggWYMGECtm/frnY70dHRmDFjxnMcEREREdUnGrtiZWFhAW1tbeTn56uM5+fnQy6Xq50jl8ufWm9hYQEdHR20bdtWpaZNmzYqnwqsqQMHDuDcuXMYN24cUlJS0KdPHxgZGWHgwIFISUmpcl54eDiKiorE5erVq7XugYiIiF5+GgtWenp6cHNzQ3JysjhWUVGB5ORkeHp6qp3j6empUg8ASUlJYr2enh46d+6M7OxslZr//e9/aNmyZa36fPDgAUJCQrB69Wpoa2tDqVSivLwcAFBeXg6lUlnlXH19fZiamqosRERE1HBp9K3A0NBQDBs2DO7u7ujSpQuWLVuGkpISBAcHAwCCgoJgY2OD6OhoAMDnn3+OHj16YPHixejbty82b96MkydPIi4uTtxmWFgYBg0ahO7du6NXr15ITEzEf//7X5UrSwqFAgqFAhcvXgQAnDlzBiYmJmjRogWaNGmi0uOsWbPQp08fvPHGGwAALy8vhIWFITg4GKtWrYKXl9eLPEVERERUj2g0WA0aNAg3b97E9OnToVAo4OrqisTERPEG9by8PGhp/d9Fta5duyI+Ph4RERGYOnUqHB0dsXPnTrRv316sef/99xEbG4vo6GhMmDABrVu3xvbt29GtWzexJjY2VuXep+7duwMA1q1bh+HDh4vjZ8+exdatW5GZmSmOffDBB0hJScG//vUvtG7dGvHx8VKfFiIiIqqnNPocq1cNn2NF9JLic6yI6CnqxXOsiIiIiBoaBisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkwmBFREREJBEGKyIiIiKJMFgRERERSYTBioiIiEgiDFZEREREEmGwIiIiIpIIgxURERGRRBisiIiIiCTCYEVEREQkEQYrIiIiIokwWBERERFJhMGKiIiISCIMVkREREQSYbAiIiIikgiDFREREZFEGKyIiIiIJMJgRURERCQRBisiIiIiiTBYEREREUlER9MNEBHVtago9b8mInpevGJFREREJBEGKyIiIiKJMFgRERERSeSlCFYxMTGws7ODgYEBPDw8cPz48afWb9u2Dc7OzjAwMECHDh2we/dulfXDhw+HTCZTWfz8/FRq+vfvjxYtWsDAwADW1tYYOnQorl+/Lq7Pzc1F9+7dYWRkhO7duyM3N1dlfr9+/bB9+/bnO3AiIiJqUDQerLZs2YLQ0FBERkYiPT0dLi4u8PX1RUFBgdr6I0eOIDAwECNGjEBGRgb8/f3h7++Ps2fPqtT5+fnhxo0b4vKf//xHZX2vXr2wdetWZGdnY/v27bh06RI++OADcf3kyZNhY2ODzMxMWFtb44svvlDpWUtLCwEBARKeCSIiIqrvNB6slixZglGjRiE4OBht27ZFbGwsDA0NsXbtWrX1y5cvh5+fH8LCwtCmTRvMmjULnTp1wqpVq1Tq9PX1IZfLxaVx48Yq6ydNmoQ333wTLVu2RNeuXTFlyhQcPXoU5eXlAICsrCwMGzYMjo6OGD58OLKysgAAd+7cQUREBGJiYl7A2SAiIqL6TKPBqqysDGlpafD29hbHtLS04O3tjdTUVLVzUlNTVeoBwNfXt1J9SkoKLC0t0bp1a3z66ae4fft2lX0UFhbihx9+QNeuXaGrqwsAcHFxwb59+1BRUYG9e/eiY8eOAICwsDCEhITA1tb2mcdXWlqK4uJilYWIiIgaLo0Gq1u3bkGpVMLKykpl3MrKCgqFQu0chULxzHo/Pz9s3LgRycnJmD9/Pg4ePIh33nkHSqVSZd5XX30FIyMjNG3aFHl5efj555/FdYsWLcKFCxdgZ2eHnJwcLFq0CIcOHUJmZiaCgoIwcOBAODg4YOzYsSgrK1Pba3R0NMzMzMSlOmGMiIiI6i+NvxX4IgwePBj9+/dHhw4d4O/vj4SEBJw4cQIpKSkqdWFhYcjIyMDevXuhra2NoKAgCIIAALCxsUFCQgLy8vKQkJAACwsLfPbZZ4iNjcXs2bNhYmKC7Oxs5OTkYPXq1Wr7CA8PR1FRkbhcvXr1RR86ERERaZBGg5WFhQW0tbWRn5+vMp6fnw+5XK52jlwur1E9ADg4OMDCwgIXL16stH8nJye8/fbb2Lx5M3bv3o2jR4+q3cbcuXPh4+MDNzc3pKSkICAgALq6uhgwYEClwPaYvr4+TE1NVRYiIiJquDQarPT09ODm5obk5GRxrKKiAsnJyfD09FQ7x9PTU6UeAJKSkqqsB4A///wTt2/fhrW1dZU1FRUVAB7dF/VPWVlZiI+Px6xZswAASqVSvMm9vLy80luMRERE9GrS+HcFhoaGYtiwYXB3d0eXLl2wbNkylJSUIDg4GAAQFBQEGxsbREdHAwA+//xz9OjRA4sXL0bfvn2xefNmnDx5EnFxcQCAe/fuYcaMGQgICIBcLselS5fw5ZdfolWrVvD19QUAHDt2DCdOnEC3bt3QuHFjXLp0CdOmTcPrr79eKaAJgoDRo0dj6dKlMDIyAgB4eXlhzZo1cHJywsaNGxEYGFhXp4uIiIheYhq/x2rQoEFYtGgRpk+fDldXV2RmZiIxMVG8QT0vLw83btwQ67t27Yr4+HjExcXBxcUFP/74I3bu3In27dsDALS1tXH69Gn0798fTk5OGDFiBNzc3PDbb79BX18fAGBoaIgdO3agd+/eaN26NUaMGIGOHTvi4MGDYs1jcXFxsLKyQr9+/cSxqKgoPHjwAB4eHmjVqhVCQkJe9GkiIiKiekAmPL5bm1644uJimJmZoaioiPdbEWlQVNQ/fv3kQHUmEdErpSY/vzV+xYqIiIiooWCwIiIiIpIIgxURERGRRBisiIiIiCTCYEVEREQkEQYrIiIiIokwWBERERFJhMGKiIiISCIMVkREREQSYbAiIiIikgiDFREREZFEGKyIiIiIJMJgRURERCQRBisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkUutgdefOHXz33XcIDw9HYWEhACA9PR3Xrl2TrDkiIiKi+kSnNpNOnz4Nb29vmJmZITc3F6NGjUKTJk2wY8cO5OXlYePGjVL3SURERPTSq9UVq9DQUAwfPhw5OTkwMDAQx/v06YNDhw5J1hwRERFRfVKrYHXixAmMGTOm0riNjQ0UCsVzN0VERERUH9UqWOnr66O4uLjS+P/+9z80a9bsuZsiIiIiqo9qFaz69++PmTNnory8HAAgk8mQl5eHr776CgEBAZI2SERERFRf1CpYLV68GPfu3YOlpSXu37+PHj16oFWrVjAxMcGcOXOk7pGIiIioXqjVpwLNzMyQlJSE33//HadPn8a9e/fQqVMneHt7S90fERERUb1Rq2D1WLdu3dCtWzepeiEiIiKq12oVrFasWKF2XCaTwcDAAK1atUL37t2hra39XM0RERER1Se1usdq6dKlmDp1KiZOnIgZM2ZgxowZmDhxIsLDwzFt2jT07t0brVu3xtWrV6u1vZiYGNjZ2cHAwAAeHh44fvz4U+u3bdsGZ2dnGBgYoEOHDti9e3eVtWPHjoVMJsOyZcvUri8tLYWrqytkMhkyMzPF8dzcXHTv3h1GRkbo3r07cnNzVeb169cP27dvr9bxERER0auhVsFq7ty56Ny5M3JycnD79m3cvn0b//vf/+Dh4YHly5cjLy8PcrkckyZNeua2tmzZgtDQUERGRiI9PR0uLi7w9fVFQUGB2vojR44gMDAQI0aMQEZGBvz9/eHv74+zZ89Wqv3pp59w9OhRNG/evMr9f/nll2rXT548GTY2NsjMzIS1tTW++OILlZ61tLT4CUgiIiJSUatgFRERgaVLl+L1118Xx1q1aoVFixYhPDwcr732GhYsWIDDhw8/c1tLlizBqFGjEBwcjLZt2yI2NhaGhoZYu3at2vrly5fDz88PYWFhaNOmDWbNmoVOnTph1apVKnXXrl3D+PHj8cMPP0BXV1fttn799Vfs3bsXixYtqrQuKysLw4YNg6OjI4YPH46srCwAj74jMSIiAjExMc88NiIiInq11CpY3bhxAw8fPqw0/vDhQ/HJ682bN8fdu3efup2ysjKkpaWpfJpQS0sL3t7eSE1NVTsnNTW10qcPfX19VeorKiowdOhQhIWFoV27dmq3k5+fj1GjRmHTpk0wNDSstN7FxQX79u1DRUUF9u7di44dOwIAwsLCEBISAltb26ceG/Dobcbi4mKVhYiIiBquWgWrXr16YcyYMcjIyBDHMjIy8Omnn+Ktt94CAJw5cwb29vZP3c6tW7egVCphZWWlMm5lZVXlV+MoFIpn1s+fPx86OjqYMGGC2m0IgoDhw4dj7NixcHd3V1uzaNEiXLhwAXZ2dsjJycGiRYtw6NAhZGZmIigoCAMHDoSDgwPGjh2LsrIytduIjo6GmZmZuFQnjBEREVH9Vatg9f3336NJkyZwc3ODvr4+9PX14e7ujiZNmuD7778HABgbG2Px4sWSNlsdaWlpWL58OdavXw+ZTKa2ZuXKlbh79y7Cw8Or3I6NjQ0SEhKQl5eHhIQEWFhY4LPPPkNsbCxmz54NExMTZGdnIycnB6tXr1a7jfDwcBQVFYlLdW/mJyIiovqpVsFKLpcjKSkJ58+fx7Zt27Bt2zacP38ee/fuFa8m9erVCz4+Pk/djoWFBbS1tZGfn68ynp+fD7lcXuW+n1b/22+/oaCgAC1atICOjg50dHRw5coVTJ48GXZ2dgCA/fv3IzU1Ffr6+tDR0UGrVq0AAO7u7hg2bJja/c6dOxc+Pj5wc3NDSkoKAgICoKuriwEDBiAlJUXtHH19fZiamqosRERE1HA91wNCnZ2d4ezsXOv5enp6cHNzQ3JyMvz9/QE8uj8qOTkZ48aNUzvH09MTycnJmDhxojiWlJQET09PAMDQoUPV3oM1dOhQBAcHA3j0HK7Zs2eL669fvw5fX19s2bIFHh4elfaZlZWF+Ph48XEMSqVS/J7E8vJyKJXKWh0/ERERNSy1DlZ//vkndu3ahby8vEr3GC1ZsqTa2wkNDcWwYcPg7u6OLl26YNmyZSgpKRFDUFBQEGxsbBAdHQ0A+Pzzz9GjRw8sXrwYffv2xebNm3Hy5EnExcUBAJo2bYqmTZuq7ENXVxdyuRytW7cGALRo0UJlvbGxMQDg9ddfx2uvvaayThAEjB49GkuXLoWRkREAwMvLC2vWrIGTkxM2btyIwMDAah8vERERNVy1ClbJycno378/HBwccOHCBbRv3x65ubkQBAGdOnWq0bYGDRqEmzdvYvr06VAoFHB1dUViYqL4lmJeXh60tP7vHcuuXbsiPj4eERERmDp1KhwdHbFz5060b9++NofyTHFxcbCyskK/fv3EsaioKHz00Ufw8PCAn58fQkJCXsi+iYiIqH6RCYIg1HRSly5d8M4772DGjBkwMTHBqVOnYGlpiSFDhsDPzw+ffvrpi+i13isuLoaZmRmKiop4vxWRBkVF/ePXTw5UZxIRvVJq8vO7VjevZ2VlISgoCACgo6OD+/fvw9jYGDNnzsT8+fNrs0kiIiKieq9WwcrIyEi8r8ra2hqXLl0S1926dUuazoiIiIjqmVrdY/Xmm2/i999/R5s2bdCnTx9MnjwZZ86cwY4dO/Dmm29K3SMRERFRvVCrYLVkyRLcu3cPADBjxgzcu3cPW7ZsgaOjY40+EUhERETUkNQqWDk4OIi/NjIyQmxsrGQNEREREdVXtbrHysHBAbdv3640fufOHZXQRURERPQqqVWwys3NVfu08dLSUly7du25myIiIiKqj2r0VuCuXbvEX+/ZswdmZmbia6VSieTkZPH7+IiIiIheNTUKVo+/z08mk1X6smJdXV3Y2dlh8eLFkjVHREREVJ/UKFhVVFQAAOzt7XHixAlYWFi8kKaIiIiI6qNafSrw8uXLUvdBREREVO/VKlgBj76IOTk5GQUFBeKVrMfWrl373I0RERER1Te1ClYzZszAzJkz4e7uDmtra8hkMqn7IiIiIqp3ahWsYmNjsX79egwdOlTqfoiIiIjqrVo9x6qsrAxdu3aVuhciIiKieq1WwWrkyJGIj4+XuhciIiKieq1WbwU+ePAAcXFx2LdvHzp27AhdXV2V9fwiZiIiInoV1SpYnT59Gq6urgCAs2fPqqzjjexERET0qqpVsDpw4IDUfRARvXBRUZrugIgaulrdY/XYxYsXsWfPHty/fx8AIAiCJE0RERER1Ue1Cla3b99G79694eTkhD59+uDGjRsAgBEjRmDy5MmSNkhERERUX9QqWE2aNAm6urrIy8uDoaGhOD5o0CAkJiZK1hwRERFRfVKre6z27t2LPXv24LXXXlMZd3R0xJUrVyRpjIiIiKi+qdUVq5KSEpUrVY8VFhZCX1//uZsiIqorUVFASoqmuyCihqJWwepf//oXNm7cKL6WyWSoqKjAggUL0KtXL8maIyIiIqpPavVW4IIFC9C7d2+cPHkSZWVl+PLLL3Hu3DkUFhbi8OHDUvdIREREVC/U6opV+/bt8b///Q/dunXDe++9h5KSEgwYMAAZGRl4/fXXpe6RiIiIqF6o1RUrADAzM8PXX38tZS9ERERE9VqtrlitW7cO27ZtqzS+bds2bNiw4bmbIiIiIqqPahWsoqOjYWFhUWnc0tISc+fOfe6miIiIiOqjWgWrvLw82NvbVxpv2bIl8vLyary9mJgY2NnZwcDAAB4eHjh+/PhT67dt2wZnZ2cYGBigQ4cO2L17t8r6qKgoODs7w8jICI0bN4a3tzeOHTumUmNnZweZTKayzJs3T1yfm5uL7t27w8jICN27d0dubq7K/H79+mH79u01PlYiIiJquGoVrCwtLXH69OlK46dOnULTpk1rtK0tW7YgNDQUkZGRSE9Ph4uLC3x9fVFQUKC2/siRIwgMDMSIESOQkZEBf39/+Pv74+zZs2KNk5MTVq1ahTNnzuD333+HnZ0dfHx8cPPmTZVtzZw5Ezdu3BCX8ePHi+smT54MGxsbZGZmwtraGl988YVKz1paWggICKjRsRIREVHDVqtgFRgYiAkTJuDAgQNQKpVQKpXYv38/Pv/8cwwePLhG21qyZAlGjRqF4OBgtG3bFrGxsTA0NMTatWvV1i9fvhx+fn4ICwtDmzZtMGvWLHTq1AmrVq0Saz766CN4e3vDwcEB7dq1w5IlS1BcXFwpDJqYmEAul4uLkZGRuC4rKwvDhg2Do6Mjhg8fjqysLADAnTt3EBERgZiYmBodJxERETV8tfpU4KxZs5Cbm4vevXtDR+fRJioqKhAUFFSje6zKysqQlpaG8PBwcUxLSwve3t5ITU1VOyc1NRWhoaEqY76+vti5c2eV+4iLi4OZmRlcXFxU1s2bNw+zZs1CixYt8NFHH2HSpEni8bi4uGDfvn3w8fHB3r170bFjRwBAWFgYQkJCYGtr+8zjKy0tRWlpqfi6uLj4mXOISGJRUeIve6ZorAsiekXU+IqVIAhQKBRYv349srOz8cMPP2DHjh24dOkS1q5dCz09vWpv69atW1AqlbCyslIZt7KygkKhUDtHoVBUqz4hIQHGxsYwMDDA0qVLkZSUpHLD/YQJE7B582YcOHAAY8aMwdy5c/Hll1+K6xctWoQLFy7Azs4OOTk5WLRoEQ4dOoTMzEwEBQVh4MCBcHBwwNixY1FWVqa21+joaJiZmYlLdcIYERER1V81vmIlCAJatWqFc+fOwdHREY6Oji+ir+fWq1cvZGZm4tatW1izZg0GDhyIY8eOwdLSEgBUrnp17NgRenp6GDNmDKKjo6Gvrw8bGxskJCSINaWlpfD19cWGDRswe/ZsmJiYIDs7G35+fli9erXK/VmPhYeHq+ynuLiY4YqIiKgBq/EVKy0tLTg6OuL27dvPvXMLCwtoa2sjPz9fZTw/Px9yuVztHLlcXq16IyMjtGrVCm+++Sa+//576Ojo4Pvvv6+yFw8PDzx8+LDSp/8emzt3Lnx8fODm5oaUlBQEBARAV1cXAwYMQEoV3+Cqr68PU1NTlYWIiIgarlrdvD5v3jyEhYWpfBKvNvT09ODm5obk5GRxrKKiAsnJyfD09FQ7x9PTU6UeAJKSkqqsf3K7T97v9E+ZmZnQ0tISr2g9KSsrC/Hx8Zg1axYAQKlUory8HABQXl4OpVL51H0TERHRq6FWN68HBQXh77//houLC/T09NCoUSOV9YWFhdXeVmhoKIYNGwZ3d3d06dIFy5YtQ0lJCYKDg8V92djYIDo6GgDw+eefo0ePHli8eDH69u2LzZs34+TJk4iLiwMAlJSUYM6cOejfvz+sra1x69YtxMTE4Nq1a/jwww8BPLoB/tixY+jVqxdMTEyQmpqKSZMm4eOPP0bjxo1V+hMEAaNHj8bSpUvFTw16eXlhzZo1cHJywsaNGxEYGFib00hEREQNTK2C1bJlyyRrYNCgQbh58yamT58OhUIBV1dXJCYmijeo5+XlQUvr/y6sde3aFfHx8YiIiMDUqVPh6OiInTt3on379gAAbW1tXLhwARs2bMCtW7fQtGlTdO7cGb/99hvatWsH4NFbdJs3b0ZUVBRKS0thb2+PSZMmVfq0IQDExcXBysoK/fr1E8eioqLw0UcfwcPDA35+fggJCZHsfBAREVH9JRMEQdB0E6+K4uJimJmZoaioiPdbEdWVJx63UMXtkACAnj2rvx0ierXU5Od3re6xAoBLly4hIiICgYGB4lPSf/31V5w7d662myQiIiKq12oVrA4ePIgOHTrg2LFj2LFjB+7duwfg0VfaREZGStogERERUX1Rq2A1ZcoUzJ49G0lJSSoPBH3rrbdw9OhRyZojIiIiqk9qFazOnDmD999/v9K4paUlbt269dxNEREREdVHtQpW5ubmuHHjRqXxjIwM2NjYPHdTRERERPVRrYLV4MGD8dVXX0GhUEAmk6GiogKHDx/GF198gaCgIKl7JCIiIqoXahWs5s6dizZt2qBFixa4d+8e2rZti+7du6Nr166IiIiQukciIiKieqFGDwitqKjAwoULsWvXLpSVlWHo0KEICAjAvXv38MYbb7y0X8hMREREVBdqFKzmzJmDqKgoeHt7o1GjRoiPj4cgCFi7du2L6o+IiIio3qjRW4EbN27EN998gz179mDnzp3473//ix9++AEVFRUvqj8iIiKieqNGwSovLw99+vQRX3t7e0Mmk+H69euSN0ZERERU39QoWD18+BAGBgYqY7q6uigvL5e0KSIiIqL6qEb3WAmCgOHDh0NfX18ce/DgAcaOHQsjIyNxbMeOHdJ1SERERFRP1ChYDRs2rNLYxx9/LFkzRERERPVZjYLVunXrXlQfRERERPVerR4QSkRERESVMVgRERERSYTBioiIiEgiDFZEREREEmGwIiIiIpIIgxURERGRRBisiIiIiCTCYEVEREQkEQYrIiIiIokwWBERERFJhMGKiIiISCIMVkREREQSqdGXMBMRvbKioqSpIaIGjVesiIiIiCTCYEVEREQkkZciWMXExMDOzg4GBgbw8PDA8ePHn1q/bds2ODs7w8DAAB06dMDu3bvFdeXl5fjqq6/QoUMHGBkZoXnz5ggKCsL169crbeeXX36Bh4cHGjVqhMaNG8Pf319cV1hYiHfffRfGxsZ44403kJGRoTI3JCQEixcvfr4DJyIiogZF48Fqy5YtCA0NRWRkJNLT0+Hi4gJfX18UFBSorT9y5AgCAwMxYsQIZGRkwN/fH/7+/jh79iwA4O+//0Z6ejqmTZuG9PR07NixA9nZ2ejfv7/KdrZv346hQ4ciODgYp06dwuHDh/HRRx+J6+fMmYO7d+8iPT0dPXv2xKhRo8R1R48exbFjxzBx4kTpTwgRERHVWzJBEARNNuDh4YHOnTtj1apVAICKigrY2tpi/PjxmDJlSqX6QYMGoaSkBAkJCeLYm2++CVdXV8TGxqrdx4kTJ9ClSxdcuXIFLVq0wMOHD2FnZ4cZM2ZgxIgRauf06dMH/fv3x9ixY5GVlQV3d3eUlJSgvLwcnTt3xnfffQd3d/caHWtxcTHMzMxQVFQEU1PTGs0lolp64obylJSqy3r2lHZfRNRw1OTnt0avWJWVlSEtLQ3e3t7imJaWFry9vZGamqp2Tmpqqko9APj6+lZZDwBFRUWQyWQwNzcHAKSnp+PatWvQ0tLCG2+8AWtra7zzzjviVS8AcHFxwf79+/Hw4UPs2bMHHTt2BAAsWLAAPXv2rHGoIiIiooZPo8Hq1q1bUCqVsLKyUhm3srKCQqFQO0ehUNSo/sGDB/jqq68QGBgopsw//vgDABAVFYWIiAgkJCSgcePG6NmzJwoLCwEAU6ZMgY6ODl5//XX89NNP+P7775GTk4MNGzZg2rRpGDt2LBwcHDBw4EAUFRWp3XdpaSmKi4tVFiIiImq4NH6P1YtUXl6OgQMHQhAEfPvtt+J4RUUFAODrr79GQEAA3NzcsG7dOshkMmzbtg0AYGZmhvj4eFy5cgUHDx5E27ZtMWbMGCxcuBA//PAD/vjjD2RnZ8PQ0BAzZ85Uu//o6GiYmZmJi62t7Ys/aCIiItIYjQYrCwsLaGtrIz8/X2U8Pz8fcrlc7Ry5XF6t+seh6sqVK0hKSlJ5T9Ta2hoA0LZtW3FMX18fDg4OyMvLU7vfdevWwdzcHO+99x5SUlLg7+8PXV1dfPjhh0ip4saN8PBwFBUVicvVq1fVnwgiIiJqEDQarPT09ODm5obk5GRxrKKiAsnJyfD09FQ7x9PTU6UeAJKSklTqH4eqnJwc7Nu3D02bNlWpd3Nzg76+PrKzs1Xm5ObmomXLlpX2efPmTcycORMrV64EACiVSpSXl4vzlEql2l719fVhamqqshAREVHDpfGvtAkNDcWwYcPg7u6OLl26YNmyZSgpKUFwcDAAICgoCDY2NoiOjgYAfP755+jRowcWL16Mvn37YvPmzTh58iTi4uIAPAo6H3zwAdLT05GQkAClUinef9WkSRPo6enB1NQUY8eORWRkJGxtbdGyZUssXLgQAPDhhx9W6nHixImYPHkybGxsAABeXl7YtGkTfHx8EBcXBy8vrxd+noiIiOjlp/FgNWjQINy8eRPTp0+HQqGAq6srEhMTxRvU8/LyoKX1fxfWunbtivj4eERERGDq1KlwdHTEzp070b59ewDAtWvXsGvXLgCAq6uryr4OHDiAnv//M9ULFy6Ejo4Ohg4divv378PDwwP79+9H48aNVebs2bMHFy9exKZNm8SxcePG4eTJk/Dw8ECXLl0QGRkp9WkhIiKiekjjz7F6lfA5VkQawOdYEdFzqjfPsSIiIiJqSBisiIiIiCTCYEVEREQkEQYrIiIiIokwWBERERFJhMGKiIiISCIMVkREREQSYbAiIiIikgiDFREREZFEGKyIiIiIJMJgRURERCQRBisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkwmBFREREJBEGKyIiIiKJMFgRERERSYTBioiIiEgiDFZEREREEmGwIiIiIpIIgxURERGRRBisiIiIiCTCYEVEREQkEQYrIiIiIokwWBERERFJhMGKiIiISCIMVkREREQS0XiwiomJgZ2dHQwMDODh4YHjx48/tX7btm1wdnaGgYEBOnTogN27d6us37FjB3x8fNC0aVPIZDJkZmZW2oZCocDQoUMhl8thZGSETp06Yfv27eL60tJSDB06FKampnBycsK+fftU5i9cuBDjx4+v/UETERFRg6TRYLVlyxaEhoYiMjIS6enpcHFxga+vLwoKCtTWHzlyBIGBgRgxYgQyMjLg7+8Pf39/nD17VqwpKSlBt27dMH/+/Cr3GxQUhOzsbOzatQtnzpzBgAEDMHDgQGRkZAAA4uLikJaWhtTUVIwePRofffQRBEEAAFy+fBlr1qzBnDlzJDwTRKRpKSmPFiKi5yETHicGDfDw8EDnzp2xatUqAEBFRQVsbW0xfvx4TJkypVL9oEGDUFJSgoSEBHHszTffhKurK2JjY1Vqc3NzYW9vj4yMDLi6uqqsMzY2xrfffouhQ4eKY02bNsX8+fMxcuRIfPbZZzA1NcW8efNw//59GBoaoqCgAM2aNYOfnx/GjBmD999/v8bHW1xcDDMzMxQVFcHU1LTG84moFqKixF9WJzj17CnNvoio4ajJz2+NXbEqKytDWloavL29/68ZLS14e3sjNTVV7ZzU1FSVegDw9fWtsr4qXbt2xZYtW1BYWIiKigps3rwZDx48QM///zeqi4sLfv/9d9y/fx979uyBtbU1LCws8MMPP8DAwKDaoaq0tBTFxcUqCxERETVcGgtWt27dglKphJWVlcq4lZUVFAqF2jkKhaJG9VXZunUrysvL0bRpU+jr62PMmDH46aef0KpVKwDAJ598AhcXF7Rt2xZz5szB1q1b8ddff2H69OlYuXIlIiIi0KpVK/j6+uLatWtV7ic6OhpmZmbiYmtrW6M+iYiIqH7R+M3rmjBt2jTcuXMH+/btw8mTJxEaGoqBAwfizJkzAABdXV3ExMTg8uXLOHHiBLp164bJkydjwoQJyMjIwM6dO3Hq1Cm8+eabmDBhQpX7CQ8PR1FRkbhcvXq1rg6RiIiINEBHUzu2sLCAtrY28vPzVcbz8/Mhl8vVzpHL5TWqV+fSpUtYtWoVzp49i3bt2gF49Nbfb7/9hpiYmEr3agHAgQMHcO7cOXz33XcICwtDnz59YGRkhIEDB4r3h6mjr68PfX39avdGRERE9ZvGrljp6enBzc0NycnJ4lhFRQWSk5Ph6empdo6np6dKPQAkJSVVWa/O33//DeDR/VxP0tbWRkVFRaX6Bw8eICQkBKtXr4a2tjaUSiXKy8sBAOXl5VAqldXeNxERETVsGn0rMDQ0FGvWrMGGDRuQlZWFTz/9FCUlJQgODgbw6LEI4eHhYv3nn3+OxMRELF68GBcuXEBUVBROnjyJcePGiTWFhYXIzMzE+fPnAQDZ2dnIzMwU78NydnZGq1atMGbMGBw/fhyXLl3C4sWLkZSUBH9//0o9zpo1C3369MEbb7wBAPDy8sKOHTtw+vRprFq1Cl5eXi/q9BAREVE9o7G3AoFHj0+4efMmpk+fDoVCAVdXVyQmJoo3qOfl5alcWeratSvi4+MRERGBqVOnwtHRETt37kT79u3Fml27donBDAAGDx4MAIiMjERUVBR0dXWxe/duTJkyBe+++y7u3buHVq1aYcOGDejTp49Kf2fPnsXWrVtVHjL6wQcfICUlBf/617/QunVrxMfHv4hTQ0RERPWQRp9j9arhc6yINIDPsSKi51QvnmNFRERE1NAwWBERERFJhMGKiIiISCIMVkREREQSYbAiIiIikgiDFREREZFEGKyIiIiIJMJgRURERCQRBisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkwmBFREREJBEdTTdARNRgREVJU0NE9RavWBERERFJhMGKiIiISCIMVkREREQSYbAiIiIikgiDFREREZFEGKyIiIiIJMJgRURERCQRBisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUReimAVExMDOzs7GBgYwMPDA8ePH39q/bZt2+Ds7AwDAwN06NABu3fvVlkvCAKmT58Oa2trNGrUCN7e3sjJyVGpSU9Px9tvvw1zc3M0bdoUo0ePxr1798T1hYWFePfdd2FsbIw33ngDGRkZKvNDQkKwePHi5zxyIiIiakg0Hqy2bNmC0NBQREZGIj09HS4uLvD19UVBQYHa+iNHjiAwMBAjRoxARkYG/P394e/vj7Nnz4o1CxYswIoVKxAbG4tjx47ByMgIvr6+ePDgAQDg+vXr8Pb2RqtWrXDs2DEkJibi3LlzGD58uLiNOXPm4O7du0hPT0fPnj0xatQocd3Ro0dx7NgxTJw48YWcEyIiIqqfZIIgCJpswMPDA507d8aqVasAABUVFbC1tcX48eMxZcqUSvWDBg1CSUkJEhISxLE333wTrq6uiI2NhSAIaN68OSZPnowvvvgCAFBUVAQrKyusX78egwcPRlxcHKZNm4YbN25AS+tRtjxz5gw6duyInJwctGrVCn369EH//v0xduxYZGVlwd3dHSUlJSgvL0fnzp3x3Xffwd3dvUbHWlxcDDMzMxQVFcHU1LS2p4yIaiIqSvxlSsqzy3v2fFGN/H9P9ENE9UNNfn5r9IpVWVkZ0tLS4O3tLY5paWnB29sbqampauekpqaq1AOAr6+vWH/58mUoFAqVGjMzM3h4eIg1paWl0NPTE0MVADRq1AgA8PvvvwMAXFxcsH//fjx8+BB79uxBx44dATy6GtazZ89qharS0lIUFxerLERERNRwaTRY3bp1C0qlElZWVirjVlZWUCgUaucoFIqn1j/+79Nq3nrrLSgUCixcuBBlZWX466+/xKtjN27cAABMmTIFOjo6eP311/HTTz/h+++/R05ODjZs2IBp06Zh7NixcHBwwMCBA1FUVKS21+joaJiZmYmLra1tTU4PERER1TMav8dKE9q1a4cNGzZg8eLFMDQ0hFwuh729PaysrMSrWGZmZoiPj8eVK1dw8OBBtG3bFmPGjMHChQvxww8/4I8//kB2djYMDQ0xc+ZMtfsJDw9HUVGRuFy9erUuD5OIiIjqmEaDlYWFBbS1tZGfn68ynp+fD7lcrnaOXC5/av3j/z5rmx999BEUCgWuXbuG27dvIyoqCjdv3oSDg4Pa/a5btw7m5uZ47733kJKSAn9/f+jq6uLDDz9EShU3bujr68PU1FRlISIiooZLo8FKT08Pbm5uSE5OFscqKiqQnJwMT09PtXM8PT1V6gEgKSlJrLe3t4dcLlepKS4uxrFjx9Ru08rKCsbGxtiyZQsMDAzw9ttvV6q5efMmZs6ciZUrVwIAlEolysvLAQDl5eVQKpU1PHIiIiJqiHQ03UBoaCiGDRsGd3d3dOnSBcuWLUNJSQmCg4MBAEFBQbCxsUF0dDQA4PPPP0ePHj2wePFi9O3bF5s3b8bJkycRFxcHAJDJZJg4cSJmz54NR0dH2NvbY9q0aWjevDn8/f3F/a5atQpdu3aFsbExkpKSEBYWhnnz5sHc3LxSjxMnTsTkyZNhY2MDAPDy8sKmTZvg4+ODuLg4eHl5vdiTRERERPWCxoPVoEGDcPPmTUyfPh0KhQKurq5ITEwUbz7Py8tT+fRe165dER8fj4iICEydOhWOjo7YuXMn2rdvL9Z8+eWXKCkpwejRo3Hnzh1069YNiYmJMDAwEGuOHz+OyMhI3Lt3D87Ozli9ejWGDh1aqb89e/bg4sWL2LRpkzg2btw4nDx5Eh4eHujSpQsiIyNfxKkhIiKiekbjz7F6lfA5VkQawOdYEdFzqjfPsSIiIiJqSBisiIiIiCTCYEVEREQkEQYrIiIiIokwWBERERFJROOPWyAietGq82lAIiIp8IoVERERkUQYrIiIiIgkwrcCiejlVJ0HafJhm0T0kuEVKyIiIiKJ8IoVEdVfvGJFRC8ZXrEiIiIikgiDFRHRE1JS+HgGIqo9BisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkwmBFREREJBEGKyIiIiKJMFgRERERSYTBioiIiEgiDFZEREREEtHRdANEREREzxQVJU3NC8ZgRVTf1ZO/bOqblJRH/+3ZU5NdEFF9w7cCiYiIiCTCK1ZEVH317OrY46tOUmyDV66IqDp4xYqIiIhIIi9FsIqJiYGdnR0MDAzg4eGB48ePP7V+27ZtcHZ2hoGBATp06IDdu3errBcEAdOnT4e1tTUaNWoEb29v5OTkqNQUFhZiyJAhMDU1hbm5OUaMGIF79+6J63Nzc9G9e3cYGRmhe/fuyM3NVZnfr18/bN++/fkOnIgkkZIizdWpeiUq6tkLEdU5jb8VuGXLFoSGhiI2NhYeHh5YtmwZfH19kZ2dDUtLy0r1R44cQWBgIKKjo9GvXz/Ex8fD398f6enpaN++PQBgwYIFWLFiBTZs2AB7e3tMmzYNvr6+OH/+PAwMDAAAQ4YMwY0bN5CUlITy8nIEBwdj9OjRiI+PBwBMnjwZNjY2+P777xEREYEvvvgCP/74o9izlpYWAgIC6ugsEdUjL8HbhZoKWQ32bcOX4PeUqL7Q+BWrJUuWYNSoUQgODkbbtm0RGxsLQ0NDrF27Vm398uXL4efnh7CwMLRp0wazZs1Cp06dsGrVKgCPrlYtW7YMEREReO+999CxY0ds3LgR169fx86dOwEAWVlZSExMxHfffQcPDw9069YNK1euxObNm3H9+nWxZtiwYXB0dMTw4cORlZUFALhz5w4iIiIQExPz4k8OERER1SsavWJVVlaGtLQ0hIeHi2NaWlrw9vZGamqq2jmpqakIDQ1VGfP19RVD0+XLl6FQKODt7S2uNzMzg4eHB1JTUzF48GCkpqbC3Nwc7u7uYo23tze0tLRw7NgxvP/++3BxccG+ffvg4+ODvXv3omPHjgCAsLAwhISEwNbWVqrTIB2p/sVYl//yrI//Eq7Lnuvw2FN6PtqXlFdb/nkFR3z9lON6nqtNdXGlSt0+nnXO1F3JenwKqjoV/1z/ZF21/1i8bH9WX7b/l4leAI0Gq1u3bkGpVMLKykpl3MrKChcuXFA7R6FQqK1XKBTi+sdjT6v559uMOjo6aNKkiVizaNEijBkzBnZ2dujYsSNWr16NQ4cOITMzE/Pnz8fAgQNx8uRJ+Pj4YMWKFdDT06vUa2lpKUpLS8XXRUVFAIDi4uKnn5jaemJfz+VF9adOdXquy36qoy57rsPf05KHj/ZVLNEuH20TKtv85+unzXnZ/PMYnrbun8enMv7/fy8e/9ZW9Vvzz/VP/lEoLkbd/v9eH/9uoYZHgz8vHv/cFgTh2cWCBl27dk0AIBw5ckRlPCwsTOjSpYvaObq6ukJ8fLzKWExMjGBpaSkIgiAcPnxYACBcv35dpebDDz8UBg4cKAiCIMyZM0dwcnKqtO1mzZoJ33zzjdr9PnjwQGjXrp1w8uRJYdKkScInn3wilJWVCW+99ZawYsUKtXMiIyMFAFy4cOHChQuXBrBcvXpV7c/7J2n0ipWFhQW0tbWRn5+vMp6fnw+5XK52jlwuf2r94//m5+fD2tpapcbV1VWsKSgoUNnGw4cPUVhYWOV+586dCx8fH7i5uWHUqFGYPXs2dHV1MWDAAOzfvx/jx4+vNCc8PFzlbcuKigoUFhaiadOmkMlkavfzMisuLoatrS2uXr0KU1NTTbfTYPE81w2e57rB81x3eK5fHEEQcPfuXTRv3vyZtRoNVnp6enBzc0NycjL8/f0BPAofycnJGDdunNo5np6eSE5OxsSJE8WxpKQkeHp6AgDs7e0hl8uRnJwsBqni4mIcO3YMn376qbiNO3fuIC0tDW5ubgCA/fv3o6KiAh4eHpX2mZWVhfj4eGRmZgIAlEolysvLAQDl5eVQKpVqe9XX14e+vr7KmLm5+TPPy8vO1NSU/9PWAZ7nusHzXDd4nusOz/WLYWZmVq06jT9uITQ0FMOGDYO7uzu6dOmCZcuWoaSkBMHBwQCAoKAg2NjYIDo6GgDw+eefo0ePHli8eDH69u2LzZs34+TJk4iLiwMAyGQyTJw4EbNnz4ajo6P4uIXmzZuL4a1Nmzbw8/PDqFGjEBsbi/LycowbNw6DBw+ulEYFQcDo0aOxdOlSGBkZAQC8vLywZs0aODk5YePGjQgMDKyjs0VEREQvtWe+WVgHVq5cKbRo0ULQ09MTunTpIhw9elRc16NHD2HYsGEq9Vu3bhWcnJwEPT09oV27dsIvv/yisr6iokKYNm2aYGVlJejr6wu9e/cWsrOzVWpu374tBAYGCsbGxoKpqakQHBws3L17t1JvsbGxQkBAgMpYfn6+0Lt3b8HExET48MMPhZKSkuc8A/VDUVGRAEAoKirSdCsNGs9z3eB5rhs8z3WH5/rlIBOE6tziTvToU47R0dEIDw+v9BYnSYfnuW7wPNcNnue6w3P9cmCwIiIiIpKIxp+8TkRERNRQMFgRERERSYTBioiIiEgiDFZEREREEmGwomfKzc3FiBEjYG9vj0aNGuH1119HZGQkysrKVOpOnz6Nf/3rXzAwMICtrS0WLFigoY7rrzlz5qBr164wNDSs8mGyeXl56Nu3LwwNDWFpaYmwsDA8fPiSfsHeSywmJgZ2dnYwMDCAh4cHjh8/rumW6rVDhw7h3XffRfPmzSGTybBz506V9YIgYPr06bC2tkajRo3g7e2NnJwczTRbj0VHR6Nz584wMTGBpaUl/P39kZ2drVLz4MEDhISEoGnTpjA2NkZAQEClbyyhF4fBip7pwoULqKiowOrVq3Hu3DksXboUsbGxmDp1qlhTXFwMHx8ftGzZEmlpaVi4cCGioqLEB7dS9ZSVleHDDz8UvyXgn5RKJfr27YuysjIcOXIEGzZswPr16zF9+vQ67rR+27JlC0JDQxEZGYn09HS4uLjA19e30lddUfWVlJTAxcUFMTExatcvWLAAK1asQGxsLI4dOwYjIyP4+vriwYMHddxp/Xbw4EGEhITg6NGjSEpKQnl5OXx8fFBSUiLWTJo0Cf/973+xbds2HDx4ENevX8eAAQM02PUrRqNP0aJ6a8GCBYK9vb34+ptvvhEaN24slJaWimNfffWV0Lp1a020V++tW7dOMDMzqzS+e/duQUtLS1AoFOLYt99+K5iamqqce3q6Ll26CCEhIeJrpVIpNG/eXIiOjtZgVw0HAOGnn34SX1dUVAhyuVxYuHChOHbnzh1BX19f+M9//qOBDhuOgoICAYBw8OBBQRAenVddXV1h27ZtYk1WVpYAQEhNTdVUm68UXrGiWikqKkKTJk3E16mpqejevTv09PTEMV9fX2RnZ+Ovv/7SRIsNUmpqKjp06AArKytxzNfXF8XFxTh37pwGO6s/ysrKkJaWBm9vb3FMS0sL3t7eSE1N1WBnDdfly5ehUChUzrmZmRk8PDx4zp9TUVERAIh/H6elpaG8vFzlXDs7O6NFixY813WEwYpq7OLFi1i5ciXGjBkjjikUCpUf9gDE1wqFok77a8h4np/frVu3oFQq1Z5HnsMX4/F55TmXVkVFBSZOnAgvLy+0b98ewKNzraenV+keTZ7rusNg9QqbMmUKZDLZU5cLFy6ozLl27Rr8/Pzw4YcfYtSoURrqvH6pzXkmInqWkJAQnD17Fps3b9Z0K/QEHU03QJozefJkDB8+/Kk1Dg4O4q+vX7+OXr16oWvXrpVuSpfL5ZU+dfL4tVwul6bheqqm5/lp5HJ5pU+v8TzXjIWFBbS1tdX+eeU5fDEen9f8/HxYW1uL4/n5+XB1ddVQV/XbuHHjkJCQgEOHDuG1114Tx+VyOcrKynDnzh2Vq1b88113GKxeYc2aNUOzZs2qVXvt2jX06tULbm5uWLduHbS0VC92enp64uuvv0Z5eTl0dXUBAElJSWjdujUaN24see/1SU3O87N4enpizpw5KCgogKWlJYBH59nU1BRt27aVZB8NnZ6eHtzc3JCcnAx/f38Aj95SSU5Oxrhx4zTbXANlb28PuVyO5ORkMUgVFxfj2LFjVX4CltQTBAHjx4/HTz/9hJSUFNjb26usd3Nzg66uLpKTkxEQEAAAyM7ORl5eHjw9PTXR8qtH03fP08vvzz//FFq1aiX07t1b+PPPP4UbN26Iy2N37twRrKyshKFDhwpnz54VNm/eLBgaGgqrV6/WYOf1z5UrV4SMjAxhxowZgrGxsZCRkSFkZGQId+/eFQRBEB4+fCi0b99e8PHxETIzM4XExEShWbNmQnh4uIY7r182b94s6OvrC+vXrxfOnz8vjB49WjA3N1f5tCXVzN27d8U/rwCEJUuWCBkZGcKVK1cEQRCEefPmCebm5sLPP/8snD59WnjvvfcEe3t74f79+xruvH759NNPBTMzMyElJUXl7+K///5brBk7dqzQokULYf/+/cLJkycFT09PwdPTU4Ndv1oYrOiZ1q1bJwBQuzzp1KlTQrdu3QR9fX3BxsZGmDdvnoY6rr+GDRum9jwfOHBArMnNzRXeeecdoVGjRoKFhYUwefJkoby8XHNN11MrV64UWrRoIejp6QldunQRjh49qumW6rUDBw6o/bM7bNgwQRAePXJh2rRpgpWVlaCvry/07t1byM7O1mzT9VBVfxevW7dOrLl//77w2WefCY0bNxYMDQ2F999/X+UfwvRiyQRBEOrwAhkRERFRg8VPBRIRERFJhMGKiIiISCIMVkREREQSYbAiIiIikgiDFREREZFEGKyIiIiIJMJgRURERCQRBisiIiIiiTBYERGp8e6778LPz0/tut9++w0ymQynTp1CYGAgbG1t0ahRI7Rp0wbLly9Xqb1x4wY++ugjODk5QUtLCxMnTqyD7olIUxisiIjUGDFiBJKSkvDnn39WWrdu3Tq4u7sjLS0NlpaW+Pe//41z587h66+/Rnh4OFatWiXWlpaWolmzZoiIiICLi0tdHgIRaQC/0oaISI2HDx/itddew7hx4xARESGO37t3D9bW1li4cCHGjh1baV5ISAiysrKwf//+Sut69uwJV1dXLFu27EW2TkQaxCtWRERq6OjoICgoCOvXr8eT//7ctm0blEolAgMD1c4rKipCkyZN6qpNInrJMFgREVXhk08+waVLl3Dw4EFxbN26dQgICICZmVml+iNHjmDLli0YPXp0XbZJRC8RBisioio4Ozuja9euWLt2LQDg4sWL+O233zBixIhKtWfPnsV7772HyMhI+Pj41HWrRPSSYLAiInqKESNGYPv27bh79y7WrVuH119/HT169FCpOX/+PHr37o3Ro0er3I9FRK8eBisioqcYOHAgtLS0EB8fj40bN+KTTz6BTCYT1587dw69evXCsGHDMGfOHA12SkQvAx1NN0BE9DIzNjbGoEGDEB4ejuLiYgwfPlxcd/bsWbz11lvw9fVFaGgoFAoFAEBbWxvNmjUT6zIzMwE8+kThzZs3kZmZCT09PbRt27YuD4WI6gAft0BE9Aypqano2rUr+vTpg19++UUcj4qKwowZMyrVt2zZErm5ueLrJ69wVVVDRA0DgxURERGRRHiPFREREZFEGKyIiIiIJMJgRURERCQRBisiIiIiiTBYEREREUmEwYqIiIhIIgxWRERERBJhsCIiIiKSCIMVERERkUQYrIiIiIgkwmBFREREJBEGKyIiIiKJ/D+3Ysk1d/umxwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 特征可视化\n",
    "\n",
    "import modin.pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import PercentFormatter\n",
    "\n",
    "# 读取CSV文件\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "\n",
    "\n",
    "# 切分特征和标签\n",
    "X = data.loc[:, data.columns != 'Class']\n",
    "y = data.loc[:, data.columns == 'Class']\n",
    "# print(X)\n",
    "# print(y)\n",
    " \n",
    "# 下采样，使得两个样本同样少\n",
    "# Number of data points in the minority class\n",
    "number_records_fraud = len(data[data.Class == 1])# 计算异常样本的个数\n",
    "fraud_indices = np.array(data[data.Class == 1].index) # 异常样本在原数据的索引值\n",
    " \n",
    "# Picking the indices of the normal classes\n",
    "normal_indices = data[data.Class == 0].index # 获得原数据正常样本的索引值\n",
    " \n",
    "# Out of the indices we picked, randomly select \"x\" number (number_records_fraud)\n",
    "random_normal_indices = np.random.choice(normal_indices, number_records_fraud, replace = False) # 通过索引进行随机的选择\n",
    "random_normal_indices = np.array(random_normal_indices)\n",
    " \n",
    "# Appending the 2 indices\n",
    "under_sample_indices = np.concatenate([fraud_indices,random_normal_indices]) # 将class=1和class=0 的选出来的索引值进行合并\n",
    " \n",
    "# Under sample dataset\n",
    "under_sample_data = data.iloc[under_sample_indices,:]\n",
    " \n",
    "X_undersample = under_sample_data.loc[:, under_sample_data.columns != 'Class']\n",
    "y_undersample = under_sample_data.loc[:, under_sample_data.columns == 'Class']\n",
    "\n",
    "\n",
    "# 分割两类数据\n",
    "class_0 = under_sample_data[under_sample_data[\"Class\"] == 0]\n",
    "class_1 = under_sample_data[under_sample_data[\"Class\"] == 1]\n",
    "\n",
    "# 提取特征列\n",
    "features = data.columns[:-1]  # 最后一列是标签列\n",
    "\n",
    "# 绘制特征分布图\n",
    "for feature in features:\n",
    "    plt.figure()\n",
    "    plt.hist(class_0[feature], bins=50, color='blue', alpha=0.5, label='Class 0')\n",
    "    plt.hist(class_1[feature], bins=50, color='red', alpha=0.5, label='Class 1')\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('Percentage')\n",
    "    plt.title(f'Distribution of {feature}')\n",
    "    plt.gca().yaxis.set_major_formatter(PercentFormatter(xmax=len(data)))\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('V1', 0.007311505267961796)\n",
      "('V2', 0.00510230028940404)\n",
      "('V3', 0.012285639744762)\n",
      "('V4', 0.2434905815882496)\n",
      "('V5', 0.0004908015308771297)\n",
      "('V6', 0.0017688584174605977)\n",
      "('V7', 0.007874184391624111)\n",
      "('V9', 0.005653038404297643)\n",
      "('V10', 0.2985301164553574)\n",
      "('V11', 0.08430919785387983)\n",
      "('V12', 0.09046915378886093)\n",
      "('V14', 0.19290994089581942)\n",
      "('V16', 0.007450333999771656)\n",
      "('V17', 0.01829844057855623)\n",
      "('V18', 0.00927099232955617)\n",
      "('V19', 0.00688487977439906)\n",
      "('Amount', 0.007900034689162474)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n"
     ]
    }
   ],
   "source": [
    "# 特征重要性分析\n",
    "\n",
    "import modin.pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# 读取CSV文件\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "\n",
    "# 下采样，使得两个样本同样少\n",
    "# Number of data points in the minority class\n",
    "number_records_fraud = len(data[data.Class == 1])# 计算异常样本的个数\n",
    "fraud_indices = np.array(data[data.Class == 1].index) # 异常样本在原数据的索引值\n",
    " \n",
    "# Picking the indices of the normal classes\n",
    "normal_indices = data[data.Class == 0].index # 获得原数据正常样本的索引值\n",
    " \n",
    "# Out of the indices we picked, randomly select \"x\" number (number_records_fraud)\n",
    "random_normal_indices = np.random.choice(normal_indices, number_records_fraud, replace = False) # 通过索引进行随机的选择\n",
    "random_normal_indices = np.array(random_normal_indices)\n",
    " \n",
    "# Appending the 2 indices\n",
    "under_sample_indices = np.concatenate([fraud_indices,random_normal_indices]) # 将class=1和class=0 的选出来的索引值进行合并\n",
    " \n",
    "# Under sample dataset\n",
    "under_sample_data = data.iloc[under_sample_indices,:]\n",
    "\n",
    "# 观察特征可视化后选择剔除部分特征\n",
    "droplist = ['V8', 'V13', 'V15', 'V20', 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Time']\n",
    "data_new = under_sample_data.drop(droplist, axis=1)\n",
    "\n",
    "x = data_new.iloc[:, data_new.columns != 'Class']\n",
    "y = data_new.iloc[:, data_new.columns == 'Class']\n",
    "clf = RandomForestClassifier(n_estimators=10, random_state=123, max_depth=4)\n",
    "clf.fit(x, y)\n",
    "for feature in zip(x, clf.feature_importances_):\n",
    "    print(feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import modin.pandas as pd\n",
    "import numpy as np\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "\n",
    "number_records_fraud = len(data[data.Class == 1])# 计算异常样本的个数\n",
    "fraud_indices = np.array(data[data.Class == 1].index) # 异常样本在原数据的索引值\n",
    "\n",
    "normal_indices = data[data.Class == 0].index # 获得原数据正常样本的索引值\n",
    " \n",
    "random_normal_indices = np.random.choice(normal_indices, number_records_fraud, replace = False) # 通过索引进行随机的选择\n",
    "random_normal_indices = np.array(random_normal_indices)\n",
    "\n",
    "under_sample_indices = np.concatenate([fraud_indices,random_normal_indices]) # 将class=1和class=0 的选出来的索引值进行合并\n",
    "\n",
    "under_sample_data = data.iloc[under_sample_indices,:]\n",
    "\n",
    "under_sample_data.to_csv(\"creditcard-decimation.csv\", index=False)"
   ]
  }
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